📅 2024-08-31 — Session: Comprehensive Analysis of Used Car Market and Communication Strategies
🕒 03:20–05:50
🏷️ Labels: Used Car Market, Communication Strategies, Data Processing, Investment, SVD, Travel Calculations
📂 Project: Business
⭐ Priority: MEDIUM
Session Goal
The primary aim of this session was to conduct a comprehensive analysis of the used car market and explore effective communication strategies in various contexts.
Key Activities
- Dataframe Construction: Built a comprehensive dataframe by merging car attributes from
attributes_df
andproducts_df
for analysis. - Travel Calculations: Calculated travel time for 23 kilometers using different speeds.
- Price Data Processing: Developed strategies for enhanced price data processing in investment decisions, focusing on data collection, analytics, and automation.
- SVD Understanding: Explored Singular Value Decomposition (SVD) for kernel computation in data science and machine learning.
- Vehicle Price Analysis: Processed vehicle data for price analysis, categorizing mileage, rounding vehicle years, and calculating statistics.
- Market Analysis: Analyzed the lower-priced used car market, identifying key dynamics, investment opportunities, and risks.
- Communication Strategies: Examined political messaging strategies and emphasized effective communication in community and political contexts.
Achievements
- Successfully constructed a dataframe for car attribute analysis.
- Developed a formula for travel time calculation.
- Outlined strategies for data processing in investment decisions.
- Gained insights into the used car market dynamics and communication strategies.
Pending Tasks
- Further refinement of communication strategies based on feedback.
Session Time
- Start Time: 03:20
- End Time: 05:50