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Combining Decision Analysis and Analytics
Marketing Investment Decision Analysis, LLC
John Busbice, [email protected](804) 467-0969
About my perspective
2Copyright 2013, Marketing Investment Decision Analysis, LLC. All rights reserved.
• Background in marketing analytics• 5 years as statistician in marketing and sales analysis (mostly
pharma)• 5 years consulting, utilizing marketing and sales analytics
• Relatively new to DA• Introduced to concepts while integrating DA consultancy• Concurrent self-study of statistical decision theory• Sought to leverage DA for in-market and launch marketing
optimization
• Now combining statistics and DA• Founded firm that combines marketing mix modeling and DA
What I wanted to do when I grew up…
3
Surfing’s Gidget days…
4Copyright 2013, Marketing Investment Decision Analysis, LLC. All rights reserved.
Waves
Wind
Surfing!Where to Surf?
100 ft wave!... (Garrett McNamara, January 2013 in Portugal)
5
Big wave surfing: Analytics in action
6Copyright 2013, Marketing Investment Decision Analysis, LLC. All rights reserved.
Surf Forecasts
Waves
Wind
Surfline.comStormsurf.com
Big Wave Surfing!
Where to Surf?
Marketing’s “Gidget days”
7
Half the money I spend on advertising is wasted; the trouble is I don't know which half.
John Wanamaker, (attributed)US department store merchant (1838 -
1922)
Marketing today: MIDA uses a combination of statistics and judgment
Statistics Human Knowledge
Strength
Weakness
Pattern recognition
Creative and Logical
reasoning
Limited by data Limited by instinctual
biases
8Copyright 2013, Marketing Investment Decision Analysis, LLC. All rights reserved.
Managers are faced with many difficult questions when making marketing investment decisions:
Objectives:• Are we spending too much or
too little? • What is the risk of missing
revenue targets?• Are we maximizing value? …
cash flow? • Are we building the brand?• What is the optimal mix
across sales and marketing channels?
• What should we forecast given our sales and marketing budget?
Pain points:• Complexity: Multiple channels,
interactions, non-linear impact, long-term effects, uncertain returns
• Conflict: No two analyses converge, different people responsible for different marketing efforts
• Cost: Marketing mix modeling and Big Data lead analysts to digging through imperfect information for months on end.
9Copyright 2011, Marketing Investment Decision Analysis, LLC. All rights reserved.
Decision Analysis vs. Analytics: Heart of the debate about the role of people and information.
10Copyright 2013, Marketing Investment Decision Analysis, LLC. All rights reserved.
Decision Analysis Analytics
Information
Decision
Data
Decision
Probability Frequency
Human emphasis Machine emphasis
People
Computers
KEY
What can the Analytics worldview can learn from the Decision Analysis worldview?
11Copyright 2013, Marketing Investment Decision Analysis, LLC. All rights reserved.
• Decision-making is a human process; people are key.• Judgment is good and necessary; clarifying what’s in your
head may be enough.• There’s more to decision quality than having the right
model populated with lots of data.• Identify important uncertainties rather than statistical
significance.• Bigger is not always better.• Discussion…