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IH_Midterm_Project

Project Context

  • Initiative: Green Jobs – Green New York Initiative 2009 - 2011
    • Provide New Yorkers with access to free or low-cost energy assessments, energy upgrade services, low-cost financing, and training for various „green-collar‟ careers
  • Subinitiative: The Residential Existing Homes Program
    • market transformation program to install comprehensive housing energy-efficient improvements in NY State

Team

Leo Krohne and Lukas Bauerschmidt

Type of Project

Tableau Visualization

Dataset

  • Source: Kaggle
  • Shape: 55,000 instances x 29 columns

Extract of Features

  • Geography of Building
  • Project Completion Date
  • Total Project Cost
  • Total Incentives
  • Size of Home
  • Volume of Home
  • Year Home Built
  • Estimated Annual kWh Savings
  • Instances: 1 Instance = 1 Energy Efficiency Project

Project Goals

  • Check subgoals of Green Jobs – Green New York Initiative
  • Investigate if “The Residential Existing Homes Program” subinitiative was successfull
    • Defining the key success metric
  • Visualization
    • Geographical Heatmap

      • Which areas of NY State show higher estimated cost efficiencies than other? (Area vs. Estimated Cost Savings)
    • Which energy provider is dominantly leading the NY State market?

    • What is the impact of Pre-Retrofit Fuel Type on the savings?

  • Linear Regression
    • Y = Estimated Cost Savings per Project
    • X = Factors that may influence cost savings

Project Plan

  • Day 1: Data cleaning and grouping & extracting insights
  • Day 2: Further insights & Visualization
  • Day 3: Visualization
    • (optional: linear regression on elegibility of free audit)
  • Day 4: Storytelling & presentation
  • Day 5: Presentation of results