Skip to content

This project investigates the monetary transmission mechanism along with IS-LM Curve and the short-run Phillips Curve in Japan over the period 2000–2025

Notifications You must be signed in to change notification settings

miyamura-web/JP_Macro_Dynamics

Repository files navigation

Macroeconomic Dynamics of Japan: Consumption Behaviour, Phillips Curve Breakdown, Monetary Policy, and GDP Forecasting

Introduction

This project provides an econometric and theoretical analysis of Japan’s macroeconomic environment. Using real datasets on GDP, CPI, unemployment, and policy rates, the study investigates Japan’s growth trends, inflation dynamics, consumption behaviour, and the breakdown of the Phillips Curve. Visual models such as IS–LM and AD–AS are incorporated to interpret structural issues in Japan’s economy.

🧭 Motivation

Japan is a unique macroeconomic case where:

  • Inflation remains near zero for decades, despite massive monetary stimulus.
  • GDP growth is stagnant, showing little cyclical fluctuation.
  • The Phillips Curve has collapsed, showing no inflation–unemployment trade-off.
  • Consumption behaviour remains stable, driven strongly by income.

This project attempts to empirically diagnose these anomalies using data-driven evidence.

🎯 Objectives

  • To forecast Japan’s GDP using ARIMA/SARIMAX models.
  • To estimate Japan’s consumption function using regression analysis.
  • To test the validity of the Phillips Curve for Japan.
  • To evaluate the effectiveness of monetary policy in a low-interest, near-deflation environment.
  • To illustrate macroeconomic relationships using IS–LM and AD–AS curve plots.

📂 Repository Structure

├── datasets/
│   ├── 1. Unemployment Data.csv
│   ├── 2. CPI Data.csv
│   ├── 3. GDP Data.csv
│   ├── 4. Policy Data.csv
│   ├── 5. Consumption Data .csv
│   ├── Merged Data.csv
├── SQL File/
│   ├── 1. Data Pre-processing.sql 
├── Python File/
│   ├── 1. Scrapping data.ipynb
│   ├── 2. Philips Curve.ipynb
│   ├── 3. Consumption Function.ipynb
│   ├── 4. Japan's GDP Forecasting.ipynb
├── Report on Project Japan.pdf   [ A detailed report on the project ]
├── 1. Summary.pdf                [ A short summary of the full project ]
└── README.md

📊 Modeling Framework

Consumption Function (Log–Log OLS)

[lnC=α+βlnY+γr+ϵ]

Screenshot 2025-12-22 223128

Phillips Curve Estimation

[πt​=α+βut−1​+γrt−1​+ϵ]

Screenshot 2025-12-22 223107

GDP Forecasting using ARIMA

[ARIMA(0,1,0)]

Screenshot 2025-12-22 223151

📌 Report

Please see the attach file "Report on Project Japan.pdf" for the full details of the project and detailed analysis.


📊 Key Findings

GDP Trends

  • GDP growth remains modest with signs of stagnation.
  • Forecast shows slow recovery with wide uncertainty bands.

Consumption Behaviour

  • Consumption strongly correlates with income (R² ≈ 0.77).
  • MPC is positive and economically meaningful.

Phillips Curve Breakdown

  • No statistically significant negative relationship between unemployment and inflation.
  • Confirms decades of Japan’s flat Phillips Curve.

Monetary Policy Ineffectiveness

  • ZIRP and deflation expectations weaken transmission.
  • LM curve appears vertical, consistent with liquidity trap conditions.

Structural Challenges

  • Aging population
  • High savings–investment gap
  • Weak domestic demand
  • Global competition and import pricing
  • AD and AS curves are flat → explains low inflation equilibrium.

🏛️ Policy Recommendations

✔ Strengthen Fiscal Policy

  1. Increase Govt. Spending, 2. Lower consumption tax, 3. Direct cash transfer or vouchers, basically, encouraging spending, 4. Force companies to pay higher wages.

✔ Use Unconventional Monetary Tools

  • Yield Curve Control
  • Forward guidance
  • Large-scale QE

✔ Structural Reforms

  • Increase female & elderly labour participation
  • Immigration reform
  • Productivity-enhancing investment

✔ Decrease investments in Abroad

  • Only households holding excess money do not cause Japan’s liquidity trap. A major factor is that Japanese corporations invest heavily overseas rather than domestically. This reduces domestic investment and weakens aggregate demand. As a result, domestic output and wages grow very slowly, preventing inflation from rising.

✔ Improve Inflation Expectations

  • Coordinated fiscal–monetary communication
  • Persistent policy commitment

Conclusion

The project demonstrates that Japan’s macroeconomic performance is shaped by deep structural factors rather than short-term shocks. The Phillips Curve does not hold, monetary policy has limited influence, and aggregate demand remains persistently weak. IS–LM and AD–AS analyses support the view that Japan is in a liquidity-trap-like condition with limited policy effectiveness.

About

This project investigates the monetary transmission mechanism along with IS-LM Curve and the short-run Phillips Curve in Japan over the period 2000–2025

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published