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AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND

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Page 1: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

AN ECONOMETRIC CASE STUDY TO OPTIMISECHANNEL SPEND

Page 2: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 3: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

CHRISTMAS APPEAL

Page 4: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

9 times out of 10If someone goes online

No way to track which offline channels drove them to donate online

Page 5: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 6: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 7: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 8: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 9: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Univariate Analysis

Multivariate Analysis

Page 10: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Correlation Statistic

E.G. Height &Weight

E.G. Number of caraccidents and the

most commoncolour tie men wear

E.G. More exercise,less body fat

Page 11: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

A lag of one day

Page 12: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 13: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 14: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

CASE STUDY

Page 15: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 16: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 17: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 18: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 19: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 20: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Monday

Tuesday

Wednesday

Thursday

Friday

Saturday

Sunday

Page 21: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Outliers

Evidence of diminishing returns

Are Diminishing Returns present?

Page 22: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Overall response model Direction of variables

Page 23: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 24: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 25: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS
Page 26: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

40%

Page 27: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Always start with your univariate analysis Assess up to 30 different lags for each channel Account for external factors Use stepwise regression Cross check your model results against theunivariate resultsAdd interaction and adjusting affects into yourmodel

Analysts Top Tips

Page 28: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

Consider all touch pointsMake sure you know the optimum spend points

Marketers Top Tips

Page 29: New Salvation Army Econometric Case Studyinsightsig.org/wp-content/uploads/2016/11/Salvation-Army... · 2016. 11. 10. · AN ECONOMETRIC CASE STUDY TO OPTIMISE CHANNEL SPEND. CHRISTMAS

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