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How to predict
choice of lower
income consumers
Robert Dossin Mike Mabey
SKIM Europe SKIM USA
A mobile study about painkillers choices
in Indonesia, Brazil & South Africa
Lower & Middle class
In Emerging markets
70.000.000
each year BRIC+ 7 trillion
2015
20 trillion
2025
Source: McKinsey & Company ‘The great rebalancing, 2010’
Developing research
methods
Source: GRIT report 2015 – Greenbook/methods
More demanding - faster
Mobile Connects the Unconnected
PC ownership of mobile
users
PC at Home
37%
No PC at Home
63%
Mobile surveys in most
emerging markets are for 16-44
5%
21%
24% 23%
17%
10%
16 to 17 18 to 24 25 to 34 35 to 44 45 to 54 55 to 64
On Device Sample Census
Source: n=2060 On Device Profiler 2015
Access to lower
social class
0
10
20
30
40
50
60
70
Female Male 18-34 35-44 45+ LSM 1-4 LSM 5-7 LSM 8-
10
AMPS 2014 (Census) On Device Sample
Mobile beats face to face
alternatives
0.89
0.83
0.94
0.91
0.76
0.8
0.84
0.88
0.92
0.96
Malaysia India
Correlation of tracking data with actual
market share data 1 = Perfect Correlation
Face to Face
Mobile
Robust sample in days
n=1260
n = 600
~ 60% 18-25 y/o
80% earn 3000 R or less
n = 38 feature phones
n = 380
~ 50% 18-25 y/o
46% earn Rp 10.000 or less
n = 127 feature phones
n = 280
44% 18 – 25 y/o
48% R. 8999 or less
n = 30 feature phones
So what
did we do?
Painkillers Study
Predict choice using trade offs
Output are preferences per consumer to be used for predictions
Brand Units per pack Dosage (in mg) Price (local R) Format
Top 3 (combination
large manufacturer &
local)
- Tylenol
- Novalgine
- Anador
3 options:
- 24
tablets/capsules
- 20
- 16
3 dosages:
- 200 mg
- 300 mg
- 500 mg
3 different prices:
- 7.19
- 10.99
- 12.49
2 different formats:
- Tablets
- Capsules
Painkiller Choice
What is the most appealing attribute for consumers?
13 taps on a mobile phone
Choice Tasks
Consumers have completed 7 different
choice tasks, each task varying the
attributes of the product (brand, units,
dosage, price & format)
In each task, respondents chose one
concept that they preferred most
For this study, there were 2 or 3 concepts
shown on screen at a time
Setup Brazil
Additional insights
Understand why concepts are motivating
and other insights
Open ended question:
‘For what purpose consumers
normally buy painkillers?’
Additional options
Select questions for specific sizes or flavors
Additional price analysis
Key findings
Brand is the
most important
attribute
7%
13%
15%
19%
47%
Type
Price
Dosage
Pieces
Brand
Brand preference
17%
23%
60%
Novalgina
Anador
Tylenol
Brazilians like it big
13%
25%
62%
10
pieces
20
pieces
30
pieces
19%
26%
56%
100
mg
300
mg
500
mg
Latent Class analytics
• 45% prefer Novalgina (SA),
but could switch to Tylenol as
they give more importance to
other attributes such as
• high dosage and high number
of pieces.
• They are not price sensitive
• Extremely loyal to the Tylenol
brand
• Prefer capsules over tablets
• Motivated by a high number of
pills and mid dosage
• Tylenol lovers are price sensitive
• Very loyal to the Anador brand
• Tablets are preferred over
capsules
• Motivated by a midsize quantity
and high dosage
• Anador lovers are very price
sensitive
Novalgina likers 45% Tylenol lovers 36% Anador price buyers
19%
The most common uses
of painkillers
Country nuances
Tablets
preferred
Price
sensitive
Package & dosage
important drivers
Prediction
power
Prediction
In all countries our models predict significant
better compared to random chance (33%)!
65.8% 70.3% 76.8%
33%
x 2 !
Art or
Science
You want to
know more?
Mike Mabey
m.mabey@skimgroup.com
Robert Dossin
r.dossin@skimgroup.com

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Choice modelling in lower income countries

  • 1. How to predict choice of lower income consumers Robert Dossin Mike Mabey SKIM Europe SKIM USA A mobile study about painkillers choices in Indonesia, Brazil & South Africa
  • 2. Lower & Middle class In Emerging markets 70.000.000 each year BRIC+ 7 trillion 2015 20 trillion 2025 Source: McKinsey & Company ‘The great rebalancing, 2010’
  • 3. Developing research methods Source: GRIT report 2015 – Greenbook/methods
  • 5. Mobile Connects the Unconnected
  • 6. PC ownership of mobile users PC at Home 37% No PC at Home 63%
  • 7. Mobile surveys in most emerging markets are for 16-44 5% 21% 24% 23% 17% 10% 16 to 17 18 to 24 25 to 34 35 to 44 45 to 54 55 to 64 On Device Sample Census Source: n=2060 On Device Profiler 2015
  • 8. Access to lower social class 0 10 20 30 40 50 60 70 Female Male 18-34 35-44 45+ LSM 1-4 LSM 5-7 LSM 8- 10 AMPS 2014 (Census) On Device Sample
  • 9. Mobile beats face to face alternatives 0.89 0.83 0.94 0.91 0.76 0.8 0.84 0.88 0.92 0.96 Malaysia India Correlation of tracking data with actual market share data 1 = Perfect Correlation Face to Face Mobile
  • 10. Robust sample in days n=1260 n = 600 ~ 60% 18-25 y/o 80% earn 3000 R or less n = 38 feature phones n = 380 ~ 50% 18-25 y/o 46% earn Rp 10.000 or less n = 127 feature phones n = 280 44% 18 – 25 y/o 48% R. 8999 or less n = 30 feature phones
  • 11. So what did we do? Painkillers Study
  • 12. Predict choice using trade offs Output are preferences per consumer to be used for predictions Brand Units per pack Dosage (in mg) Price (local R) Format Top 3 (combination large manufacturer & local) - Tylenol - Novalgine - Anador 3 options: - 24 tablets/capsules - 20 - 16 3 dosages: - 200 mg - 300 mg - 500 mg 3 different prices: - 7.19 - 10.99 - 12.49 2 different formats: - Tablets - Capsules Painkiller Choice What is the most appealing attribute for consumers?
  • 13. 13 taps on a mobile phone Choice Tasks Consumers have completed 7 different choice tasks, each task varying the attributes of the product (brand, units, dosage, price & format) In each task, respondents chose one concept that they preferred most For this study, there were 2 or 3 concepts shown on screen at a time
  • 14. Setup Brazil Additional insights Understand why concepts are motivating and other insights Open ended question: ‘For what purpose consumers normally buy painkillers?’ Additional options Select questions for specific sizes or flavors Additional price analysis
  • 15. Key findings Brand is the most important attribute 7% 13% 15% 19% 47% Type Price Dosage Pieces Brand
  • 17. Brazilians like it big 13% 25% 62% 10 pieces 20 pieces 30 pieces 19% 26% 56% 100 mg 300 mg 500 mg
  • 18. Latent Class analytics • 45% prefer Novalgina (SA), but could switch to Tylenol as they give more importance to other attributes such as • high dosage and high number of pieces. • They are not price sensitive • Extremely loyal to the Tylenol brand • Prefer capsules over tablets • Motivated by a high number of pills and mid dosage • Tylenol lovers are price sensitive • Very loyal to the Anador brand • Tablets are preferred over capsules • Motivated by a midsize quantity and high dosage • Anador lovers are very price sensitive Novalgina likers 45% Tylenol lovers 36% Anador price buyers 19%
  • 19. The most common uses of painkillers
  • 22. Prediction In all countries our models predict significant better compared to random chance (33%)! 65.8% 70.3% 76.8% 33% x 2 !
  • 24. You want to know more? Mike Mabey m.mabey@skimgroup.com Robert Dossin r.dossin@skimgroup.com