From e8865e3362ed222b9452b51b3b8b658afcf214b2 Mon Sep 17 00:00:00 2001 From: Rafaela Carvalho Date: Sat, 5 Oct 2024 16:48:04 -0300 Subject: [PATCH 1/3] Projeto_parte1 --- README.md | 218 ---------------------------- assets/reprograma-fundos-claros.png | Bin 51367 -> 0 bytes material /nome-projeto.md | 37 ----- 3 files changed, 255 deletions(-) delete mode 100644 README.md delete mode 100644 assets/reprograma-fundos-claros.png delete mode 100644 material /nome-projeto.md diff --git a/README.md b/README.md deleted file mode 100644 index 501b007..0000000 --- a/README.md +++ /dev/null @@ -1,218 +0,0 @@ -

- logo reprograma -

- -# Tema da Aula - -Turma Online 35 | Python | Semanas 17 e 18 | 2024 | [Jessica Montenegro](https://www.linkedin.com/in/jambsantos/) - -### Instruções -Antes de começar, vamos organizar nosso setup. -* Fork esse repositório -* Clone o fork na sua máquina (Para isso basta abrir o seu terminal e digitar `git clone url-do-seu-repositorio-forkado`) -* Entre na pasta do seu repositório (Para isso basta abrir o seu terminal e digitar `cd nome-do-seu-repositorio-forkado`) -* [Add outras instruções caso necessário] - -### Resumo -**Horário:** 9h - 17h (com pausa para o almoço das 12h às 13h) -**Objetivo:** Escolher a base de dados, formular problemas e hipóteses, desenvolver a análise exploratória e criar a base final para visualização de dados -**Material da aula:** [Slide Semana 17](https://docs.google.com/presentation/d/1TN24pwUz_T_3yvuUnyvF-D5dQ807jj-IvBnZktYdszM/edit?usp=sharing) e [Slide Semana 18](https://docs.google.com/presentation/d/1jXNrq_Nd8Ah-FAS51zj1NnFRCdHWYyKZzfNohCGm-WA/edit?usp=sharing) - -### O que veremos na aula de hoje? -* Boas Vindas e Apresentação Professora -* Apresentação do projeto e entregáveis -* Escolher o tema -* Selecionar a Base de Dados -* Definir Objetivo e Perguntas norteadoras -* Realizar Análise Exploratória - -## Conteúdo -## Escolher o tema - -### Dado -Dado é qualquer tipo de valor bruto que, sozinho, não tem significado. Pode ser um número, palavra ou símbolo. -- **Exemplo:** "20", "João", "Brasil" - -### Informação -Informação é o dado processado e organizado, que já tem algum sentido e pode ser útil para entender algo. -- **Exemplo:** "João tem 20 anos e mora no Brasil." - -### Conhecimento -Conhecimento é o que a gente entende e aprende a partir da informação, permitindo tomar decisões ou resolver problemas. -- **Exemplo:** "Sabemos que jovens de 20 anos no Brasil têm maior acesso à tecnologia, o que afeta seus hábitos." - -Assim, **dados** são a base, **informação** é o dado com sentido, e **conhecimento** é o aprendizado que tiramos disso. - -No início do projeto de dados, essas são perguntas essenciais: -Conteúdo: O que eu quero informar? -Público : Para quem eu estou contando essa história? Com quem vou compartilhar essa informação? - -Há duas abordagens distintas para a escolha de um tema em projetos de análise de dados. - -No **"caminho comum"**, o processo segue os seguintes passos: -1. **Delimitação do tema**: Escolha de um assunto amplo. -2. **Definição do problema**: Identificação de uma questão específica a ser resolvida. -3. **Desenvolvimento de perguntas**: Criação de perguntas que guiarão a pesquisa e análise. -4. **Coleta de dados**: Identificação e aquisição de dados necessários para responder às perguntas. - -Já no **"caminho do projeto final"**, a proposta é inverter um pouco a ordem tradicional: -1. **Definir um interesse**: Escolher um tema que desperte curiosidade ou paixão. -2. **Identificar um problema social**: Relacionar o tema com uma questão relevante na sociedade. -3. **Selecionar uma base de dados**: Encontrar uma base de dados disponível que seja adequada para o tema. -4. **Desenvolver perguntas**: Formular perguntas que possam ser respondidas com os dados escolhidos. - -Essa abordagem mais flexível ajuda na exploração de dados reais, relacionando-os com temas de interesse pessoal e questões sociais importantes. - -## Selecionar a Base de Dados - -### 1. Dados Educacionais -- **Censo da Educação Superior** - - **Descrição:** Dados sobre a educação superior no Brasil. - - **Link:** [Censo da Educação Superior](https://www.gov.br/inep/pt-br/acesso-a-informacao/dados-abertos/microdados/censo-da-educacao-superior) - -- **ENEM (Exame Nacional do Ensino Médio)** - - **Descrição:** Microdados do ENEM, incluindo informações sobre desempenho dos alunos. - - **Link:** [Microdados do ENEM](https://www.gov.br/inep/pt-br/acesso-a-informacao/dados-abertos/microdados/enem) - -### 2. Dados de Saúde -- **Base de Dados do SUS** - - **Descrição:** Dados sobre o Sistema Único de Saúde, incluindo informações de atendimentos, serviços e procedimentos realizados. - - **Link:** [Base de Dados do SUS](https://datasus.gov.br) - -- **Dados Abertos do Ministério da Saúde** - - **Descrição:** Portal com dados sobre saúde pública, incluindo informações sobre vacinação, doenças e atendimentos. - - **Link:** [Ministério da Saúde](https://www.gov.br/saude/pt-br/dados-abertos) - -### 3. Dados Públicos e Governamentais -- **Gov.br Dados Abertos** - - **Descrição:** Portal que reúne diversos conjuntos de dados abertos do governo brasileiro. - - **Link:** [Gov.br Dados Abertos](https://www.gov.br/pt-br/dados-abertos) - -- **Data Rio** - - **Descrição:** Portal de dados abertos da cidade do Rio de Janeiro, com informações sobre diversos temas. - - **Link:** [Data Rio](https://www.data.rio/) - -- **Brasil.io** - - **Descrição:** Conjunto de dados abertos sobre o Brasil, incluindo informações de saúde, educação e segurança pública. - - **Link:** [Brasil.io](https://brasil.io/datasets/) - -### 4. Dados Sociais e Econômicos -- **IBGE Dados Abertos** - - **Descrição:** Conjunto de dados do Instituto Brasileiro de Geografia e Estatística, incluindo dados demográficos e socioeconômicos. - - **Link:** [IBGE Dados Abertos](https://www.ibge.gov.br/) - -- **Banco Mundial** - - **Descrição:** Conjunto de dados globais sobre desenvolvimento econômico, saúde, educação e outros indicadores. - - **Link:** [Banco Mundial - Dados](https://data.worldbank.org/) - -- **OECD (Organização para Cooperação e Desenvolvimento Econômico)** - - **Descrição:** Dados sobre diversos indicadores sociais e econômicos de países membros. - - **Link:** [OECD Data](https://data.oecd.org/) - -### 5. Dados Culturais e de Entretenimento -- **Spotify** - - **Descrição:** Conjunto de dados sobre músicas e gêneros no Spotify. - - **Link:** [Spotify Dataset](https://www.kaggle.com/datasets/georgeggcoco/closeness-of-music-genres) - -- **YouTube** - - **Descrição:** Dados sobre estatísticas de vídeos do YouTube. - - **Link:** [YouTube Statistics Dataset](https://www.kaggle.com/datasets/nelgiriyewithana/global-youtube-statistics-2023) - -- **Anime and Manga Dataset** - - **Descrição:** Dados sobre animes e mangás, incluindo avaliações e características. - - **Link:** [Anime and Manga Dataset](https://www.kaggle.com/datasets/nikhil1e9/myanimelist-anime-and-manga) - -- **Top 1000 Steam Games 2023** - - **Descrição:** Conjunto de dados sobre os 1000 jogos mais populares da plataforma Steam. - - **Link:** [Top 1000 Steam Games Dataset](https://www.kaggle.com/datasets/joebeachcapital/top-1000-steam-games) - -### 6. Dados Diversos -- **Kaggle Datasets** - - **Descrição:** Diversos conjuntos de dados em várias áreas, disponíveis no Kaggle. - - **Link:** [Kaggle Datasets](https://www.kaggle.com/datasets) - -- **Nosso Mundo em Dados** - - **Descrição:** Plataforma com visualizações e conjuntos de dados sobre diversos temas globais. - - **Link:** [Our World in Data](https://ourworldindata.org/data) - -- **Portal de Dados Abertos da Justiça** - - **Descrição:** Dados sobre processos, varas e tribunais do Brasil. - - **Link:** [Justiça Dados Abertos](https://www.gov.br/justica-e-seguranca/pt-br/dados-abertos) - -- **Dados Abertos da ANP (Agência Nacional do Petróleo)** - - **Descrição:** Dados sobre a produção, refino e distribuição de petróleo e gás no Brasil. - - **Link:** [ANP Dados Abertos](https://www.gov.br/anp/pt-br/dados-abertos) - -## Definir Objetivo e Perguntas - -### 1. Entenda o Contexto da Base de Dados -Antes de fazer perguntas, você deve compreender: -- **Qual é o tema** da base de dados? -- **Qual é o escopo** dos dados (tempo, região, tipo de variáveis)? -- **Quais são os principais campos (colunas)** e o que eles representam? - -Exemplo: Se você está trabalhando com uma base de dados do ENEM, os dados podem incluir notas, dados socioeconômicos, idade dos alunos, etc. - -### 2. Defina um Objetivo Geral -O objetivo geral é a grande questão que você quer responder. Ele deve estar alinhado com o propósito da análise e os resultados que você quer atingir. - -Exemplo: Objetivo geral: "Entender os fatores que influenciam o desempenho dos alunos no ENEM." - -### 3. Divida o Objetivo em Perguntas Norteadoras (Perguntas Menores) -Você pode criar perguntas específicas que guiarão sua análise. Essas perguntas devem ajudar a quebrar o objetivo geral em partes manejáveis. - -#### Tipos de Perguntas Norteadoras: -- **Perguntas Descritivas**: Perguntas que ajudam a entender o básico sobre os dados. - - "Qual é a distribuição das notas dos alunos?" - - "Quantos alunos vêm de escolas públicas versus privadas?" - -- **Perguntas Comparativas**: Perguntas que comparam diferentes grupos dentro dos dados. - - "Existe diferença no desempenho entre alunos de escolas públicas e privadas?" - - "Alunos de diferentes regiões do país apresentam desempenho diferente?" - -- **Perguntas Relacionais**: Perguntas que buscam entender relações entre variáveis. - - "Há uma correlação entre a renda familiar e o desempenho nas provas?" - - "A idade dos alunos influencia suas notas finais?" - -- **Perguntas Temporais**: Perguntas que analisam tendências ao longo do tempo (se aplicável). - - "Como as notas dos alunos evoluíram nos últimos 5 anos?" - - "Há uma tendência de melhora ou piora no desempenho de escolas específicas?" - -- **Perguntas de Causalidade ou Hipóteses**: Perguntas mais avançadas, que buscam identificar possíveis causas ou testar hipóteses. - - "O tipo de escola (pública ou privada) tem impacto significativo nas notas finais?" - - "Estudantes com maior nível de escolaridade dos pais tendem a obter melhores resultados?" - -### 4. Seja Específico -Certifique-se de que suas perguntas norteadoras sejam específicas e direcionadas. Isso evita análises muito amplas ou inconclusivas. - -Exemplo: -- Pergunta vaga: "Como os dados influenciam os resultados dos alunos?" -- Pergunta específica: "Qual a relação entre o tempo de estudo diário e a nota final em matemática no ENEM?" - -### 5. Alinhe com os Dados Disponíveis -Verifique se as perguntas que você formulou podem ser respondidas com os dados que você tem. - -Exemplo: -- Se a base de dados do ENEM não inclui a variável "horas de estudo", você precisaria ajustar a pergunta ou buscar outra base de dados. - -### 6. **Perguntas de Valor Prático** -Pense no valor prático das perguntas para o seu projeto. Perguntas que respondem a um problema real ou fornecem insights acionáveis são as mais úteis. - -Exemplo: -- "Quais grupos de alunos poderiam se beneficiar de mais recursos educacionais com base no seu desempenho?" - - -## O que eu quero tentar responder? VAMOS AO [BRAINSTORM](#material-da-aula)! - -## Realizar Análise Exploratória -Links úteis para referência durante a análise exploratória e manipulação dos dados: -- [Documentação Pandas](https://pandas.pydata.org/docs/user_guide/index.html#user-guide) -- [Introdução ao Pandas](https://medium.com/tech-grupozap/introdu%C3%A7%C3%A3o-a-biblioteca-pandas-89fa8ed4fa38) -- [Análise Exploratória de Dados I](https://escoladedados.org/tutoriais/analise-exploratoria-de-dados/) -- [Análise Exploratória de Dados II](https://www.alura.com.br/artigos/analise-exploratoria) -- [Storytelling com Dados](https://medium.com/resumos-resenhas/storytelling-com-dados-resumo-fd63ebe4f704) -- [Markdown Cheatsheet](https://www.ibm.com/docs/en/watson-studio-local/1.2.3?topic=notebooks-markdown-jupyter-cheatsheet) - -

-Desenvolvido com :purple_heart: -

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z1$T)*4chHgHpnjN-{pnCy8Hk06(RrczgU3u)6L7IXaW9(-}>Kg|2qf&yAS?X7XDKQ j|EmxF|J8{_hr Date: Sat, 5 Oct 2024 16:49:36 -0300 Subject: [PATCH 2/3] projeto_parte1 --- Analise.ipynb | 1330 +++++++++++++++++++++++++++++++++++ nova_base_final_projeto.csv | 401 +++++++++++ 2 files changed, 1731 insertions(+) create mode 100644 Analise.ipynb create mode 100644 nova_base_final_projeto.csv diff --git a/Analise.ipynb b/Analise.ipynb new file mode 100644 index 0000000..9d156f3 --- /dev/null +++ b/Analise.ipynb @@ -0,0 +1,1330 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importação da bibliotecas" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Carregamento dos Dados" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 2021 8 AM Atividades Financeiras, de Seguros e Servicos Relacionados Gerente de Agencia Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT 9 Superior Completo 46 3 1 Homem 8330.58\n", + "0 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 42 3 3 Mulher 5032\n", + "1 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 50 3 3 Mulher 5032\n", + "2 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 26 3 1 Homem 3804.66\n", + "3 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 33 1 1 Homem 4399.74\n", + "4 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 51 3 3 Mulher 5032\n" + ] + } + ], + "source": [ + "df = pd.read_csv('nova_base_final_projeto.csv', delimiter=';', skiprows=8, encoding='latin1')\n", + "\n", + "print(df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualizando e organizando o DF" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "colunas = ['ano','mes','sigla_uf','cnae_2_descricao','cbo_2002_descricao','categoria_descricao','grau_instrucao','grau_instrucao_descricao','idade','raca_cor','sexo','sexo_descricao','salario_mensal']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('nova_base_final_projeto.csv', delimiter=';', skiprows=8, names=colunas, encoding='latin1')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['ano', 'mes', 'sigla_uf', 'cnae_2_descricao', 'cbo_2002_descricao', 'categoria_descricao', 'grau_instrucao', 'grau_instrucao_descricao', 'idade', 'raca_cor', 'sexo', 'sexo_descricao', 'salario_mensal'], dtype='object')\n" + ] + } + ], + "source": [ + "print(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.width', 1000) " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ano mes sigla_uf cnae_2_descricao cbo_2002_descricao categoria_descricao grau_instrucao grau_instrucao_descricao idade raca_cor sexo sexo_descricao salario_mensal\n", + "0 2021 8 AM Atividades Financeiras, de Seguros e Servicos ... Gerente de Agencia Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 46 3 1 Homem 8330.58\n", + "1 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 42 3 3 Mulher 5032\n", + "2 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 50 3 3 Mulher 5032\n", + "3 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 26 3 1 Homem 3804.66\n", + "4 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 33 1 1 Homem 4399.74\n" + ] + } + ], + "source": [ + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

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anomessigla_ufcnae_2_descricaocbo_2002_descricaocategoria_descricaograu_instrucaograu_instrucao_descricaoidaderaca_corsexosexo_descricaosalario_mensal
020218AMAtividades Financeiras, de Seguros e Servicos ...Gerente de AgenciaEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo4631Homem8330.58
120235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo4233Mulher5032
220235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5033Mulher5032
320235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo2631Homem3804.66
420235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo3311Homem4399.74
520235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5133Mulher5032
620235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Contrato a termo firmado nos termo...9Superior Completo4311Homem3804.66
720235APAtividades Financeiras, de Seguros e Servicos ...Diretor Administrativo e FinanceiroEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5811Homem9685.19
820235APAtividades Financeiras, de Seguros e Servicos ...Diretor AdministrativoEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo3633Mulher18032.09
920235APAtividades Financeiras, de Seguros e Servicos ...ContadorEmpregado - Contrato a termo firmado nos termo...9Superior Completo4311Homem3804.66
1020239APAtividades Financeiras, de Seguros e Servicos ...Gerente de Recursos HumanosEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5331Homem2000
11202012BAAtividades Financeiras, de Seguros e Servicos ...Gerente de AgenciaEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5811Homem15007.74
12202012BAAtividades Financeiras, de Seguros e Servicos ...Gerente AdministrativoEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo3641Homem5823.11
13202011BAAtividades Financeiras, de Seguros e Servicos ...Gerente de AgenciaEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo4313Mulher7424.66
14202011BAAtividades Financeiras, de Seguros e Servicos ...Gerente ComercialEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo4013Mulher5102.03
15202012BAAtividades Financeiras, de Seguros e Servicos ...Gerente AdministrativoEmpregado - Geral, inclusive o empregado p£bli...8Superior Incompleto3531Homem6396.63
16202010BAAtividades Financeiras, de Seguros e Servicos ...Gerente de AgenciaEmpregado - Geral, inclusive o empregado p£bli...80Pos-Graduacao completa4633Mulher8045.31
17202010BAAtividades Financeiras, de Seguros e Servicos ...Gerente AdministrativoEmpregado - Geral, inclusive o empregado p£bli...80Pos-Graduacao completa4711Homem6524.45
18202012BAAtividades Financeiras, de Seguros e Servicos ...Gerente AdministrativoEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5213Mulher7709.02
19202011BAAtividades Financeiras, de Seguros e Servicos ...Gerente AdministrativoEmpregado - Geral, inclusive o empregado p£bli...9Superior Completo5031Homem6570.26
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" + ], + "text/plain": [ + " ano mes sigla_uf cnae_2_descricao cbo_2002_descricao categoria_descricao grau_instrucao grau_instrucao_descricao idade raca_cor sexo sexo_descricao salario_mensal\n", + "0 2021 8 AM Atividades Financeiras, de Seguros e Servicos ... Gerente de Agencia Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 46 3 1 Homem 8330.58\n", + "1 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 42 3 3 Mulher 5032\n", + "2 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 50 3 3 Mulher 5032\n", + "3 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 26 3 1 Homem 3804.66\n", + "4 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 33 1 1 Homem 4399.74\n", + "5 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 51 3 3 Mulher 5032\n", + "6 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Contrato a termo firmado nos termo... 9 Superior Completo 43 1 1 Homem 3804.66\n", + "7 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Diretor Administrativo e Financeiro Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 58 1 1 Homem 9685.19\n", + "8 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Diretor Administrativo Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 36 3 3 Mulher 18032.09\n", + "9 2023 5 AP Atividades Financeiras, de Seguros e Servicos ... Contador Empregado - Contrato a termo firmado nos termo... 9 Superior Completo 43 1 1 Homem 3804.66\n", + "10 2023 9 AP Atividades Financeiras, de Seguros e Servicos ... Gerente de Recursos Humanos Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 53 3 1 Homem 2000\n", + "11 2020 12 BA Atividades Financeiras, de Seguros e Servicos ... Gerente de Agencia Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 58 1 1 Homem 15007.74\n", + "12 2020 12 BA Atividades Financeiras, de Seguros e Servicos ... Gerente Administrativo Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 36 4 1 Homem 5823.11\n", + "13 2020 11 BA Atividades Financeiras, de Seguros e Servicos ... Gerente de Agencia Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 43 1 3 Mulher 7424.66\n", + "14 2020 11 BA Atividades Financeiras, de Seguros e Servicos ... Gerente Comercial Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 40 1 3 Mulher 5102.03\n", + "15 2020 12 BA Atividades Financeiras, de Seguros e Servicos ... Gerente Administrativo Empregado - Geral, inclusive o empregado p£bli... 8 Superior Incompleto 35 3 1 Homem 6396.63\n", + "16 2020 10 BA Atividades Financeiras, de Seguros e Servicos ... Gerente de Agencia Empregado - Geral, inclusive o empregado p£bli... 80 Pos-Graduacao completa 46 3 3 Mulher 8045.31\n", + "17 2020 10 BA Atividades Financeiras, de Seguros e Servicos ... Gerente Administrativo Empregado - Geral, inclusive o empregado p£bli... 80 Pos-Graduacao completa 47 1 1 Homem 6524.45\n", + "18 2020 12 BA Atividades Financeiras, de Seguros e Servicos ... Gerente Administrativo Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 52 1 3 Mulher 7709.02\n", + "19 2020 11 BA Atividades Financeiras, de Seguros e Servicos ... Gerente Administrativo Empregado - Geral, inclusive o empregado p£bli... 9 Superior Completo 50 3 1 Homem 6570.26" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Limpeza dos Dados" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 393 entries, 0 to 392\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ano 393 non-null int64 \n", + " 1 mes 393 non-null int64 \n", + " 2 sigla_uf 393 non-null object\n", + " 3 cnae_2_descricao 393 non-null object\n", + " 4 cbo_2002_descricao 393 non-null object\n", + " 5 categoria_descricao 393 non-null object\n", + " 6 grau_instrucao 393 non-null int64 \n", + " 7 grau_instrucao_descricao 393 non-null object\n", + " 8 idade 393 non-null int64 \n", + " 9 raca_cor 393 non-null int64 \n", + " 10 sexo 393 non-null int64 \n", + " 11 sexo_descricao 393 non-null object\n", + " 12 salario_mensal 393 non-null object\n", + "dtypes: int64(6), object(7)\n", + "memory usage: 40.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ano 0\n", + "mes 0\n", + "sigla_uf 0\n", + "cnae_2_descricao 0\n", + "cbo_2002_descricao 0\n", + "categoria_descricao 0\n", + "grau_instrucao 0\n", + "grau_instrucao_descricao 0\n", + "idade 0\n", + "raca_cor 0\n", + "sexo 0\n", + "sexo_descricao 0\n", + "salario_mensal 0\n", + "dtype: int64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Estatística Descritiva " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countuniquetopfreqmeanstdmin25%50%75%max
ano393.0NaNNaNNaN2021.5063610.9900452020.02021.02021.02022.02023.0
mes393.0NaNNaNNaN6.4936393.5550461.04.07.010.012.0
sigla_uf39323SP88NaNNaNNaNNaNNaNNaNNaN
cnae_2_descricao3931Atividades Financeiras, de Seguros e Servicos ...393NaNNaNNaNNaNNaNNaNNaN
cbo_2002_descricao39313Gerente Administrativo146NaNNaNNaNNaNNaNNaNNaN
categoria_descricao3932Empregado - Geral, inclusive o empregado p£bli...389NaNNaNNaNNaNNaNNaNNaN
grau_instrucao393.0NaNNaNNaN16.90330823.0178684.09.09.09.080.0
grau_instrucao_descricao39311Superior Completo244NaNNaNNaNNaNNaNNaNNaN
idade393.0NaNNaNNaN42.6310438.87519819.036.043.050.064.0
raca_cor393.0NaNNaNNaN2.1552161.7667071.01.01.03.06.0
sexo393.0NaNNaNNaN1.8753180.9934621.01.01.03.03.0
sexo_descricao3933Homem220NaNNaNNaNNaNNaNNaNNaN
salario_mensal393324200011NaNNaNNaNNaNNaNNaNNaN
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" + ], + "text/plain": [ + " count unique top freq mean std min 25% 50% 75% max\n", + "ano 393.0 NaN NaN NaN 2021.506361 0.990045 2020.0 2021.0 2021.0 2022.0 2023.0\n", + "mes 393.0 NaN NaN NaN 6.493639 3.555046 1.0 4.0 7.0 10.0 12.0\n", + "sigla_uf 393 23 SP 88 NaN NaN NaN NaN NaN NaN NaN\n", + "cnae_2_descricao 393 1 Atividades Financeiras, de Seguros e Servicos ... 393 NaN NaN NaN NaN NaN NaN NaN\n", + "cbo_2002_descricao 393 13 Gerente Administrativo 146 NaN NaN NaN NaN NaN NaN NaN\n", + "categoria_descricao 393 2 Empregado - Geral, inclusive o empregado p£bli... 389 NaN NaN NaN NaN NaN NaN NaN\n", + "grau_instrucao 393.0 NaN NaN NaN 16.903308 23.017868 4.0 9.0 9.0 9.0 80.0\n", + "grau_instrucao_descricao 393 11 Superior Completo 244 NaN NaN NaN NaN NaN NaN NaN\n", + "idade 393.0 NaN NaN NaN 42.631043 8.875198 19.0 36.0 43.0 50.0 64.0\n", + "raca_cor 393.0 NaN NaN NaN 2.155216 1.766707 1.0 1.0 1.0 3.0 6.0\n", + "sexo 393.0 NaN NaN NaN 1.875318 0.993462 1.0 1.0 1.0 3.0 3.0\n", + "sexo_descricao 393 3 Homem 220 NaN NaN NaN NaN NaN NaN NaN\n", + "salario_mensal 393 324 2000 11 NaN NaN NaN NaN NaN NaN NaN" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe(include='all').T #Mostra estatísticas para todas as colunas, incluindo numéricas, categóricas e de texto." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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anomesgrau_instrucaoidaderaca_corsexo
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mean2021.5063616.49363916.90330842.6310432.1552161.875318
std0.9900453.55504623.0178688.8751981.7667070.993462
min2020.0000001.0000004.00000019.0000001.0000001.000000
25%2021.0000004.0000009.00000036.0000001.0000001.000000
50%2021.0000007.0000009.00000043.0000001.0000001.000000
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" + ], + "text/plain": [ + " ano mes grau_instrucao idade raca_cor sexo\n", + "count 393.000000 393.000000 393.000000 393.000000 393.000000 393.000000\n", + "mean 2021.506361 6.493639 16.903308 42.631043 2.155216 1.875318\n", + "std 0.990045 3.555046 23.017868 8.875198 1.766707 0.993462\n", + "min 2020.000000 1.000000 4.000000 19.000000 1.000000 1.000000\n", + "25% 2021.000000 4.000000 9.000000 36.000000 1.000000 1.000000\n", + "50% 2021.000000 7.000000 9.000000 43.000000 1.000000 1.000000\n", + "75% 2022.000000 10.000000 9.000000 50.000000 3.000000 3.000000\n", + "max 2023.000000 12.000000 80.000000 64.000000 6.000000 3.000000" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe(include=[np.number]) #Mostra estatísticas apenas para colunas numéricas." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sigla_ufcnae_2_descricaocbo_2002_descricaocategoria_descricaograu_instrucao_descricaosexo_descricaosalario_mensal
count393393393393393393393
unique231132113324
topSPAtividades Financeiras, de Seguros e Servicos ...Gerente AdministrativoEmpregado - Geral, inclusive o empregado p£bli...Superior CompletoHomem2000
freq8839314638924422011
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" + ], + "text/plain": [ + " sigla_uf cnae_2_descricao cbo_2002_descricao categoria_descricao grau_instrucao_descricao sexo_descricao salario_mensal\n", + "count 393 393 393 393 393 393 393\n", + "unique 23 1 13 2 11 3 324\n", + "top SP Atividades Financeiras, de Seguros e Servicos ... Gerente Administrativo Empregado - Geral, inclusive o empregado p£bli... Superior Completo Homem 2000\n", + "freq 88 393 146 389 244 220 11" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe(include=[object]) #Mostra estatísticas apenas para colunas de texto (ou categóricas)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mapeamento" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "raca_cor_map = {\n", + " 1: 'Branca',\n", + " 2: 'Preta',\n", + " 3: 'Parda',\n", + " 4: 'Amarela',\n", + " 5: 'Indígena',\n", + " 6: 'Não informada',\n", + " 9: 'Não Identificado'\n", + "}\n", + "\n", + "df['raca_cor'] = df['raca_cor'].replace(raca_cor_map)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{1: 'Branca', 2: 'Preta', 3: 'Parda', 4: 'Amarela', 5: 'Indígena', 6: 'Não informada', 9: 'Não Identificado'}\n" + ] + } + ], + "source": [ + "print(raca_cor_map)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Graficos" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['raca_cor'] = df['raca_cor'].replace(raca_cor_map)\n", + "\n", + "# Gráfico da distribuição de raça\n", + "plt.figure(figsize=(10, 6))\n", + "df['raca_cor'].value_counts().plot(kind='bar', color='skyblue')\n", + "plt.title('Distribuição de Raça')\n", + "plt.xlabel('Raça')\n", + "plt.ylabel('Quantidade')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Gráfico da distribuição de sexo\n", + "plt.figure(figsize=(8, 5))\n", + "contagem = df['sexo_descricao'].value_counts()\n", + "contagem.plot(kind='bar', color=['#3cacae', '#c26dbc']) \n", + "plt.title('Distribuição de Sexo')\n", + "plt.xlabel('Sexo')\n", + "plt.ylabel('Quantidade')\n", + "plt.xticks(rotation=0)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.pie(contagem, labels=contagem.index, autopct='%1.1f%%', startangle=90, colors=['#3cacae', '#c26dbc'])\n", + "plt.title('Proporção de Sexo')\n", + "plt.axis('equal') \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "media_salarial = df.groupby(['raca_cor', 'sexo_descricao'])['salario_mensal'].mean().unstack()\n", + "\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "media_salarial.plot(kind='bar', color=['#3cacae', '#c26dbc'])\n", + "plt.title('Média Salarial por Raça e Sexo')\n", + "plt.xlabel('Raça')\n", + "plt.ylabel('Média Salarial')\n", + "plt.xticks(rotation=0)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.legend(title='Sexo')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "media_salarial_uf = df.groupby(['sigla_uf', 'sexo_descricao'])['salario_mensal'].mean().unstack()\n", + "\n", + "\n", + "\n", + "plt.figure(figsize=(15, 15))\n", + "media_salarial_uf.plot(kind='bar', color=['#3cacae', '#c26dbc'], edgecolor='black')\n", + "plt.title('Média Salarial por Estado e Sexo')\n", + "plt.xlabel('Estado')\n", + "plt.ylabel('Média Salarial')\n", + "plt.xticks(rotation=0)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.legend(title='Sexo')\n", + "plt.tight_layout() \n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nova_base_final_projeto.csv b/nova_base_final_projeto.csv new file mode 100644 index 0000000..23a7b38 --- /dev/null +++ b/nova_base_final_projeto.csv @@ -0,0 +1,401 @@ +ano;mes;sigla_uf;cnae_2_descricao;cbo_2002_descricao;categoria_descricao;grau_instrucao;grau_instrucao_descricao;idade;raca_cor;sexo;sexo_descricao;salario_mensal +2020;7;AL;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - 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Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;3;Mulher;5679.52 +2020;11;CE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;32;3;3;Mulher;2645 +2021;12;CE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;1;3;Mulher;8447.6 +2023;4;CE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;56;3;1;Homem;13552.75 +2020;8;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;3;3;Mulher;3703.09 +2022;10;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;27;6;3;Mulher;1500 +2022;5;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;52177.45 +2022;5;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;52;1;1;Homem;52177.45 +2022;11;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;48;1;3;Mulher;21235 +2022;11;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Financeiro;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;2;1;Homem;21235 +2022;12;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;11;Doutorado;53;1;1;Homem;23357.4 +2022;11;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;10;Mestrado;49;1;3;Mulher;9100.8 +2022;2;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;27;6;1;Homem;7000 +2022;2;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;27;6;1;Homem;2200 +2021;11;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;44;1;3;Mulher;6341.53 +2021;2;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;3;1;Homem;5714.5 +2021;4;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;50;1;1;Homem;61564.83 +2021;10;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;9682.4 +2021;6;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;52;6;1;Homem;52177.45 +2023;4;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Producao e Operacoes;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;10;Mestrado;38;1;1;Homem;30000 +2023;1;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;10;Mestrado;31;6;3;Mulher;18203.01 +2023;10;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;26;1;3;Mulher;1320 +2023;12;DF;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;5;Fundamental Completo;47;1;3;Mulher;8367.79 +2021;5;ES;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;3;Mulher;5045.38 +2021;1;ES;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;43;1;3;Mulher;15609.57 +2021;7;ES;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;50;1;3;Mulher;6214.05 +2023;7;ES;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;3;1;Homem;6848.83 +2022;2;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;27;1;3;Mulher;2109 +2022;2;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;50;1;1;Homem;1370 +2022;4;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;4;6¦ a 9¦ Fundamental;46;6;3;Mulher;1600 +2022;9;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;26;6;3;Mulher;2000 +2022;6;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;40;6;1;Homem;1500 +2022;4;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;29;6;1;Homem;2000 +2022;4;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Producao e Operacoes;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;52;6;1;Homem;1900 +2022;6;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;53;6;1;Homem;1500 +2022;4;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;50;6;1;Homem;1600 +2022;4;GO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;36;6;1;Homem;1700 +2020;11;MA;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;1;Homem;13446.8 +2020;11;MA;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;3;Mulher;9263.06 +2022;3;MA;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;33;3;1;Homem;7166.85 +2021;2;MA;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;37;4;3;Mulher;7584.74 +2023;11;MA;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;3;Mulher;13957.7 +2023;10;MA;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;48;3;3;Mulher;10096.57 +2020;6;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Financeiro;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;32;3;1;Homem;8000 +2020;12;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;1;Homem;4325.43 +2020;11;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;59;1;1;Homem;19983.23 +2020;11;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;31;1;1;Homem;5368.6 +2020;11;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;53;1;3;Mulher;7712.6 +2020;8;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;33;1;3;Mulher;3463.23 +2020;12;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;48;1;3;Mulher;7853.02 +2022;3;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;53;1;1;Homem;5666 +2022;1;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;52;3;1;Homem;8882.18 +2022;2;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;1;3;Mulher;10691.06 +2022;1;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;33;6;1;Homem;3852.2 +2022;1;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;6;1;Homem;5752.13 +2022;1;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;6;1;Homem;4593.82 +2022;6;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;32;1;1;Homem;4000 +2022;5;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;50;6;1;Homem;1500 +2022;6;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;38;6;1;Homem;1500 +2021;5;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;37;1;3;Mulher;4335.58 +2021;3;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;43;1;3;Mulher;2500 +2021;6;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;26;2;3;Mulher;2000 +2021;10;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;43;1;3;Mulher;5318.43 +2021;9;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;3;Mulher;7528.98 +2021;1;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;55;1;1;Homem;7706.12 +2021;4;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;7585.65 +2021;2;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;3;3;Mulher;7585.68 +2021;10;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;54;1;1;Homem;10508.72 +2021;2;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;37;1;3;Mulher;7585.27 +2021;8;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;3;1;Homem;10170.42 +2021;2;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;33;3;3;Mulher;3500 +2021;2;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;33;3;1;Homem;7473.12 +2021;7;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;3;Mulher;7201.94 +2021;4;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;3;Mulher;10555.48 +2021;7;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;31;3;1;Homem;2200 +2023;3;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;54;1;1;Homem;17024.16 +2023;8;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;3;Mulher;72.486.699 +2023;6;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;3;1;Homem;9288 +2023;5;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;1;3;Mulher;1750 +2023;3;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;62;3;1;Homem;1500 +2023;3;MG;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;62;3;1;Homem;1500 +2020;12;MS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;51;1;1;Homem;7486.26 +2021;5;MS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Contrato a termo firmado nos termos da Lei 9.601/1998;7;Medio Completo ;41;1;3;Mulher;1400 +2020;11;MT;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;3;Mulher;4290.12 +2021;8;MT;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;45;1;1;Homem;18157.9 +2023;4;MT;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;6;1;Homem;13215.1 +2022;7;PB;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;1;1;Homem;4822.03 +2022;3;PB;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;51;1;1;Homem;16510.24 +2020;12;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;3;1;Homem;9642.5 +2020;6;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;33;1;1;Homem;6346.28 +2020;8;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;39;1;3;Mulher;4020 +2020;12;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;3;1;Homem;15797.62 +2020;12;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;51;1;1;Homem;8610.77 +2022;2;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;10;Mestrado;52;1;1;Homem;6414.89 +2022;10;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;3;1;Homem;9228.26 +2022;7;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;37;3;1;Homem;21000 +2022;2;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;27;1;1;Homem;1727 +2021;7;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;49;1;1;Homem;5932.73 +2021;7;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;53;1;1;Homem;15563.57 +2021;8;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;52;1;1;Homem;9138.04 +2021;8;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;3;1;Homem;7700 +2021;7;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;54;1;1;Homem;15351.82 +2021;6;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;34;1;3;Mulher;7585.67 +2021;11;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;34;1;1;Homem;21000 +2021;3;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;3;1;Homem;7574.14 +2023;5;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;54;3;3;Mulher;9925.84 +2023;3;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;53;1;1;Homem;7740.18 +2023;5;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;55;3;1;Homem;13703.91 +2023;4;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;3;Mulher;11070.15 +2023;4;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;40;3;3;Mulher;9528.72 +2023;5;PE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;3;3;Mulher;7392.43 +2020;9;PI;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Contrato a termo firmado nos termos da Lei 9.601/1998;9;Superior Completo;29;6;1;Homem;3600 +2022;7;PI;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;1;1;Homem;5721.97 +2022;7;PI;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;3;3;Mulher;5552.88 +2021;9;PI;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo e Financeiro;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;54;6;3;Mulher;0 +2021;1;PI;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;6;1;Homem;5000 +2020;8;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;1;1;Homem;8283.04 +2020;8;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;1;Homem;12817.04 +2020;11;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;1;Homem;6934.38 +2022;3;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;1;Homem;6615.76 +2022;3;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;1;1;Homem;14106.84 +2022;2;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;31;6;1;Homem;2400 +2022;3;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;59;6;1;Homem;1750 +2022;3;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;6;M‚dio Incompleto;36;6;3;Mulher;1480 +2022;3;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;30;6;1;Homem;2000 +2021;5;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;56;1;3;Mulher;5635.05 +2021;2;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;9252.29 +2021;8;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;36;1;1;Homem;2548 +2021;7;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;6;M‚dio Incompleto;37;6;3;Mulher;1480 +2021;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;6;M‚dio Incompleto;52;6;1;Homem;1495 +2021;8;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;6;M‚dio Incompleto;37;6;3;Mulher;1480 +2021;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;6;M‚dio Incompleto;51;6;1;Homem;1495 +2021;12;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;53;1;1;Homem;7498.73 +2021;2;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;48;3;1;Homem;5715.29 +2023;4;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;24;3;3;Mulher;3780 +2023;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;5300 +2023;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;5300 +2023;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;5300 +2023;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;5300 +2023;6;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;28;6;1;Homem;2432 +2023;11;PR;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;26;1;1;Homem;3980 +2020;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;6;M‚dio Incompleto;57;1;1;Homem;13487.23 +2020;11;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;39;1;3;Mulher;6807.85 +2020;10;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;42;1;3;Mulher;7715.76 +2020;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;56;3;3;Mulher;9271.24 +2020;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;60;3;1;Homem;20415.16 +2020;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;61;1;1;Homem;12094.69 +2020;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;58;1;3;Mulher;4910.62 +2020;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;55;1;1;Homem;8225.38 +2020;11;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;3;Mulher;8616.22 +2020;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;64;1;1;Homem;20720 +2020;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;44;1;3;Mulher;9304.52 +2020;9;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;1;Homem;13337.92 +2022;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;13854.04 +2022;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;36;1;3;Mulher;8417.82 +2022;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;10;Mestrado;58;3;1;Homem;10147.24 +2022;11;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;46;1;1;Homem;13537.98 +2022;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;56;1;1;Homem;15759.07 +2022;2;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;34;1;1;Homem;8500 +2022;1;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;47;1;3;Mulher;5000 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;24;1;1;Homem;2800 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;40;6;3;Mulher;2800 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;46;6;1;Homem;2800 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;47;6;3;Mulher;2800 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;41;1;3;Mulher;2800 +2022;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;1;Homem;5416.2 +2022;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;1;Homem;5416.2 +2022;10;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;27;6;1;Homem;2200 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;31;6;1;Homem;2000 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;6;1;Homem;30000 +2022;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;40;6;1;Homem;1711 +2021;9;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;1;3;Mulher;5661.57 +2021;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;25;3;3;Mulher;1345.53 +2021;1;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;3;Mulher;6670.89 +2021;1;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;3;Mulher;9838.51 +2021;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;51;3;1;Homem;7182.26 +2021;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;3;1;Homem;1100 +2021;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;3;3;Mulher;10365.52 +2021;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;44;1;3;Mulher;9831.55 +2021;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;1;Homem;7915.31 +2021;11;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;51;1;3;Mulher;6535.78 +2021;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;3;Mulher;8374.16 +2021;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;3;Mulher;11434.46 +2021;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Producao e Operacoes;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;31;6;1;Homem;3135 +2021;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Financeiro;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;27;2;3;Mulher;1217 +2021;2;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;3;Mulher;16000 +2021;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;1;Homem;5714.63 +2021;7;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;3;3;Mulher;7289.1 +2023;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;41;1;3;Mulher;8287.08 +2023;11;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;1;3;Mulher;9516.62 +2023;1;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;44;1;3;Mulher;8988.57 +2023;2;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;41;3;3;Mulher;16263.31 +2023;4;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;3;Mulher;9090.78 +2023;12;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;36;1;3;Mulher;5440.7 +2023;6;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;P¢s-Gradua‡Æo completa;41;1;3;Mulher;9091.25 +2023;8;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;1;Homem;54.162.002 +2023;2;RJ;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;26;3;3;Mulher;3960.5 +2021;7;RN;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;55;1;1;Homem;6394.05 +2021;4;RN;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;1;Homem;5714.63 +2021;6;RN;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;57;3;1;Homem;7877.44 +2020;8;RO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;2;1;Homem;4714.31 +2021;4;RO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;55;1;3;Mulher;11683.93 +2021;7;RO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;34;1;3;Mulher;5661.57 +2021;7;RO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;42;3;1;Homem;5714.63 +2021;4;RO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;46;1;1;Homem;7585.23 +2020;12;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;51;1;1;Homem;8388.72 +2022;7;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;45;1;3;Mulher;8590.82 +2021;7;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;10993.39 +2021;10;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;1;Homem;7022.38 +2021;4;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;54;1;1;Homem;6367.56 +2021;5;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;33;6;1;Homem;1100 +2021;4;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;50;1;3;Mulher;8352.65 +2021;10;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;1;Homem;7295.3 +2021;7;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;45;1;3;Mulher;7738.86 +2021;1;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;1;Homem;15991.54 +2021;1;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;3;Mulher;4670.98 +2021;7;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;3;Mulher;11895.03 +2021;9;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;48;1;3;Mulher;5925.55 +2021;12;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;3;Mulher;12389.81 +2021;8;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;33;1;3;Mulher;4464.37 +2021;4;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;54;1;1;Homem;14040.37 +2021;4;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;46;1;3;Mulher;6896.36 +2021;8;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;47;1;1;Homem;2000 +2021;8;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;42;1;3;Mulher;2000 +2023;10;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;11639.9 +2023;10;RS;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;1;Homem;50000 +2021;9;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;45;1;3;Mulher;8851.73 +2021;8;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;52;1;1;Homem;6270.91 +2021;8;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;1;3;Mulher;9628.14 +2021;7;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;1;Homem;8655.66 +2021;6;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;57;6;3;Mulher;8377.53 +2021;6;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;45;6;3;Mulher;8172.95 +2021;8;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;41;6;3;Mulher;1100 +2021;8;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;1;Homem;1100 +2023;7;SC;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;44;4;1;Homem;8387.11 +2020;12;SE;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;3;1;Homem;7388.34 +2020;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;1;Homem;6242.25 +2020;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;3;Mulher;12175.59 +2020;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;48;1;3;Mulher;18277.68 +2020;8;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;7849.73 +2020;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;45;3;1;Homem;8000 +2020;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;53;1;1;Homem;12089.63 +2020;9;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;1;Homem;8474.16 +2020;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;29;1;1;Homem;3138.89 +2020;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;53;1;3;Mulher;4883.35 +2020;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;51;1;1;Homem;7242.55 +2020;6;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;25;1;3;Mulher;9500 +2020;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;59;1;3;Mulher;9612 +2020;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;41;6;1;Homem;40000 +2020;10;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;44;1;3;Mulher;17857.14 +2022;8;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;47;2;3;Mulher;8613.08 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;36;3;3;Mulher;7078.26 +2022;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;48;1;1;Homem;20891.06 +2022;9;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;41;1;3;Mulher;6799.14 +2022;10;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;3;Mulher;12253.19 +2022;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;57;6;1;Homem;6538.03 +2022;2;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;27;1;1;Homem;7000 +2022;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;30;1;3;Mulher;3000 +2022;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;40;3;1;Homem;5500 +2022;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;1;Homem;44083 +2022;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Servicos de Saude;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;61;1;3;Mulher;8500 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;51;1;1;MulherMulher;12000 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;59;3;3;Mulher;9396 +2022;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;38;1;1;Homem;19711.21 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;45;1;1;Homem;45980 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;3;1;Homem;14970 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;39;1;3;Mulher;17422 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;38;1;3;Mulher;20802 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;47;5;1;Homem;17185 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;48;1;1;Homem;40233 +2022;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;45;1;1;Homem;10562.72 +2022;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;3;Mulher;9000 +2022;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;43;1;1;Homem;28000 +2022;5;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Recursos Humanos;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;25;6;3;Mulher;2000 +2022;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;33;1;1;Homem;15282 +2022;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Recursos Humanos;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;40;1;1;Homem;24096 +2022;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Recursos Humanos;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;47;1;3;Mulher;17112 +2022;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;47;3;1;Homem;10572 +2022;3;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Financeiro;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;39;1;3;Mulher;5000 +2021;9;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;1;Homem;8432.07 +2021;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;1;Homem;13286.21 +2021;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;29;6;3;Mulher;3959.4 +2021;5;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;32;2;3;Mulher;4409.07 +2021;5;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;6;1;Homem;11141.52 +2021;9;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;1;3;Mulher;6331.83 +2021;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo ;22;6;1;Homem;50000 +2021;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;37;1;3;Mulher;7585.22 +2021;3;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;1;Homem;6242.21 +2021;8;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;49;1;3;Mulher;12035.87 +2021;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;32;1;1;Homem;5002.58 +2021;2;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Agencia;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;1;Homem;7585.23 +2021;9;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;36;1;1;Homem;11000 +2021;10;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;23;3;3;Mulher;4019.44 +2021;12;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;58;1;1;Homem;45000 +2021;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;42;1;3;Mulher;9000 +2021;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;34;1;1;Homem;9000 +2021;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;50;1;1;Homem;9000 +2021;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;1;Homem;9000 +2021;8;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;40;1;3;Mulher;9000 +2021;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;38;2;1;Homem;9000 +2021;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;40;1;3;Mulher;7261.67 +2021;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;24;1;1;Homem;8000 +2021;4;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;50;1;3;Mulher;6118.35 +2023;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;47;1;3;Mulher;8149.64 +2023;10;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;8;Superior Incompleto;28;1;3;Mulher;5153.45 +2023;8;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;1;1;Homem;85.269.004 +2023;11;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;1;1;Homem;28000 +2023;6;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;48;1;1;Homem;8000 +2023;5;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Comercial;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;31;1;1;Homem;10390 +2023;9;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Financeiro;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;30;1;1;Homem;15000 +2023;2;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Diretor Geral de Empresa e Organizacoes (Exceto de Interesse Publico);Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;56;1;1;Homem;100000 +2023;7;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Recursos Humanos;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;10;Mestrado;42;4;3;Mulher;31737.89 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;31;1;1;Homem;13103 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;52;1;1;Homem;36585 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;43;1;3;Mulher;10116 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;30;1;1;Homem;15258 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Contador;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;45;1;1;Homem;32014.64 +2023;2;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo;19;1;1;Homem;1860 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;32;1;3;Mulher;7557 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Recursos Humanos;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;35;1;3;Mulher;13000 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;80;Pos-Graduacao completa;42;1;1;Homem;26500 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Vendas;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;34;1;1;Homem;3480 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;47;1;1;Homem;24000 +2023;1;SP;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente de Marketing;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;9;Superior Completo;34;3;3;Mulher;7557 +2020;12;TO;Atividades Financeiras, de Seguros e Servicos Relacionados;Gerente Administrativo;Empregado - Geral, inclusive o empregado p£blico da administra‡Æo direta ou indireta contratado pela CLT;7;Medio Completo;27;6;3;Mulher;1045 From 15f7682cc0c755e6502cd11eddbda01db91aef47 Mon Sep 17 00:00:00 2001 From: Rafaela Carvalho <91204200+rafaoak@users.noreply.github.com> Date: Sat, 5 Oct 2024 16:52:56 -0300 Subject: [PATCH 3/3] Create README.md --- README.md | 36 ++++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..a257f6c --- /dev/null +++ b/README.md @@ -0,0 +1,36 @@ +# Projeto Final de Análise de Dados + +## Contexto +Este projeto consiste na análise de **Equidade salarial baseado em gênero e raça dos cargos de liderança na âmbito do serviço de Atividades Financeiras, de Seguros e Serviços entre os anos de 2020 a 2023. + +## Etapas do projeto: +1. **Selecionar a Base de Dados** [Escolher e explorar a base de dados relevante ao tema.] +2. **Definir Objetivo e Perguntas** [Estabelecer o objetivo e formular perguntas-chave com base nas variáveis disponíveis.] +3. **Realizar Análise Exploratória** [Identificar correlações, padrões e outliers nos dados.] +4. **Gerar Base Final** [Limpar e estruturar os dados para a visualização.] +5. **Criar Visualizações no Tableau** [Desenvolver gráficos que sintetizem os principais insights.] +6. **Preparar Apresentação Final** [Apresentar o tema, dados e visualizações de forma clara e objetiva.] + +--- + +## Bases Escolhidas +- **Base 1**: CAGED (Cadastro Geral de Empregados e Desempregados). + +--- + +### Objetivo Geral: +Realizar uma análise dos dados com o objetivo de **de analisar a equidade de gênero e raça em cargos de liderança na Atividades Financeiras, de Seguros e Serviços Relacionados entre os anos de 2020 a 2023, com base nos dados do CAGED. A análise irá comparar entre os estados/regiões do Brasil, para identificar os possíveis impactos e disparidade entre gênero e raça**. + +### As perguntas norteadoras deste projeto são: +1. **Quais são as diferenças salariais entre homens e mulheres em cargos de confiança, levando em consideração os diferentes grupos raciais, no período de 2020 a 2023?** +2. **Existe uma concentração desigual de homens e mulheres em cargos de confiança em diferentes estados? Como essas desigualdades variam entre os grupos raciais?** +3. **Quais são os impactos dessas disparidades salariais e de representação de gênero e raça no desempenho profissional das mulheres e de grupos raciais sub-representados?** +4. **Houve uma evolução na equidade de gênero e raça em cargos de confiança entre 2020 e 2023? Existem estados que apresentaram maior ou menor progresso em relação a essas questões?** +5. **[Pergunta exploratória]** - Quais insights podem ser extraídos a partir dos padrões identificados nos dados? + +--- + +## Ferramentas Utilizadas +- **Python (VSCode)**: Para a análise exploratória de dados utilizando bibliotecas como pandas, numpy, matplotlib, seaborn. +- **Tableau**: Para criar as visualizações finais e apresentar os insights gerados. +- **GitHub**: Para versionamento do projeto e documentação.