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The mysterious correlation: a detective story

Talkat Codemotion Milan 2017 · 2017-11-10..11-11· [data-science]
slides:none on file

Stack Overflow survey shows spaces associated with higher median salary but deeper analysis using linear models finds linear regression and adjusted R^2 equal with and without indentation, so tabs/spaces add no predictive power. Exploration reveals a bimodal salary distribution among space users and that version control explains much: git vs TFS correlates with higher pay. Investigation uses regression, coefficient comparison, density plots and dataset cleaning (fixing monthly vs annual entries) and the pattern points to company/language/ecosystem, not causation.

AI-written summary · about

  1. 0:00Start
  2. 2:49CORRELATION AND CAUSATION
  3. 4:52CAUSAL LANGUAGE FOR CORRELATION DATA
  4. 13:43COLLINEARITY?
  5. 16:56POTENTIAL EXPLANATION?
  6. 23:40WHY IS VERSION CONTROL SO IMPORTANT?
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