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Workforce Analytics Assignment

(Imperial College London - Business School - Feb 2016)

Task1: What is the relationship between the number of times inventors collaborate and project performance? (colab-perf.py)

Task2: What is the relationship between the ethnic composition of a firm and the likelihood that an inventor will move to that firm? (move-ethni.py)

Dataset:

D1: Firm Profiles (too large and has not been directly used so is not uploaded)
D2: Firm Level Data
D3: Patent Data
D4: Surnames and Ethnicities reference file

Notes:

  1. Herfindahl index is a measure for diversity of sets. Let 1-Herfindahl be h-index.
  2. Every team is assigned an h-index based on members ethnicities. Ethinicity is implied from metaphonic version of team members' last names.
  3. Data obtained here is later imported to R for Possion regression. Since we have count data, Poisson is the suitable model.

New Coding Tips:

  1. Sort dictionary by key in python. (key, value)
  2. Collapse a list of lists into one list.
  3. Use of tuple.
  4. Use of Counter.
  5. Use of jellyfish.metaphone.

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