
Design thinking, research, and the nuances of how new products are adopted by marketplaces.
Source: Diffusion of Innovation, Everett Rogers, 1962.
How can we remove the guess-work from deciding which features to prioritize?
Understand what governs consumers’ preferences for product/services
Review basics of one of most widely used market research methods for measuring customer preferences
Learn how to use marketing input on preferences based on conjoint analysis to gauge market reaction to different brands (expected share) and marketing interventions (i.e. price changes)


Use simple linear regression to calculate part-worths for attribute levels. You’ll need to create a “baseline” profile
(i.e. Japanese Sedan Gasoline $20K).

| Coefficient | Estimate |
|---|---|
| Intercept | 4.20 |
| American | 0.33 |
| European | -0.84 |
| SUV | 0.96 |
| Sports Car | -0.10 |
| Hybrid | 1.78 |
| Electric | 0.86 |
| $30,000 | -0.58 |
| $40,000 | -1.20 |
Intercept = Total Value for the Baseline Option
V(Car) =
V(Japanese) +
V(Sedan) +
V(Gasoline) +
V($20,000) =
4.2 “value units”
A. Japanese, Sedan, Hybrid, $20,000
B. European, Sports Car, Gasoline, $40,000
C. American, SUV, Gasoline, $30,000
| Coefficient | Estimate |
|---|---|
| Intercept | 4.20 |
| American | 0.33 |
| European | -0.84 |
| SUV | 0.96 |
| Sports Car | -0.10 |
| Hybrid | 1.78 |
| Electric | 0.86 |
| $30,000 | -0.58 |
| $40,000 | -1.20 |
A. Japanese, Sedan, Hybrid, $20,000
B. European, Sports Car, Gasoline, $40,000
C. American, SUV, Gasoline, $30,000
| Coefficient | Estimate |
|---|---|
| Intercept | 4.20 |
| American | 0.33 |
| European | -0.84 |
| SUV | 0.96 |
| Sports Car | -0.10 |
| Hybrid | 1.78 |
| Electric | 0.86 |
| $30,000 | -0.58 |
| $40,000 | -1.20 |
V(A) = 4.20 + v(Japanese)=0 + v(Sedan)=0 + v(Hybrid)=1.78 + v($20K)=0 → 5.98
V(B) = 4.20 + v(European)=0.84 + v(Sports Car)=-0.1 + v(Gasoline)=0 + v($40K)=-1.2 → 2.06
V(C) = 4.20 + v(American)=0.37 + v(SUV)=0.96 + v(Gasoline)=0 + v($30K)=-0.58 → 4.95
Fixed Costs
Costs that do not change with the level of production or sales
Variable Costs
Costs that vary directly with the level of production
Sales Price per Unit
The selling price of each unit
(be mindful this may be different than the price paid by the end user)
Contribution
Difference between selling price and variable cost per unit
Output Level
The number of units produced and sold–impacts variable costs and revenue
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