🚗 Market Entry Analysis for ABG Motors

📘 Project Overview

This project evaluates whether ABG Motors, a Japanese automobile manufacturer, should enter the Indian automotive market. The analysis leverages data-driven modeling and predictive analytics to support a strategic market entry decision.

Using historical Japanese market data as the training base, a logistic regression classification model was developed to predict car purchase likelihood. The model was then applied to an Indian customer dataset to project potential sales and assess market viability.

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🎯 Objectives

1. Sales Forecast Validation – Estimate potential car sales in India and compare with ABG Motors’ break-even threshold of 12,000 cars/year.
2. Model Development – Build and validate a logistic regression model using Japanese customer data.
3. Model Transferability – Test the model on Indian data to check if consumer behavior patterns align across the two markets.
4. Strategic Recommendation – Provide evidence-based insights for the company’s market entry decision.

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🧠 Methodology

• Tools Used: Python, Microsoft Excel, Tableau

• Techniques: Logistic Regression, Exploratory Data Analysis (EDA), Data Visualization, Model Validation

• Datasets:

  • Japanese Dataset: 40,000 customer records with purchase outcomes
  • Indian Dataset: 70,000 potential customer records for projection

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📊 Key Findings

• Model Accuracy: 97.98%

• AUC Score: 0.74

• Projected Sales in India: 35,209 cars, exceeding the target of 12,000 cars by ~293%

• Top Predictors:

  • Annual income (strongest positive impact)
  • Age of current car (replacement cycle indicator)
  • Customer age (negative correlation with purchase likelihood)
  • Gender (males 26.7% more likely to buy)

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🌏 Insights

• Indian and Japanese markets show similar demographic and behavioral trends, validating model transferability.

• Indian market characterized by:

  • Balanced gender representation
  • Strong middle-to-upper income segments
  • Purchase readiness linked to maintenance cycles

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✅ Conclusion

The analysis strongly supports ABG Motors’ entry into the Indian market, with projected sales well above the break-even threshold. The logistic regression model effectively demonstrated cross-market applicability, providing quantitative backing for strategic decision-making.

Final Recommendation:

Proceed with market entry through a phased expansion strategy focused on major metropolitan areas, with continuous performance monitoring and model recalibration.