Prospect Theory: Examples from Big Tech
4 minute read | Aug 18, 2023
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Prospect theory tells us two key things about how people make decisions:
- People prefer sure wins.
- When facing a loss, they're more likely to take risks.
This article explains prospect theory with simple examples and shows how big tech companies leverage it in their strategies.
1. Prospect Theory Example Experiment
Kahneman and Tversky demonstrated their theory through multiple experiments. In a standout experiment they presented two groups (N=138) with distinct gambling choices, each having the same expected outcome.
Group 1 - Potential Gains
Option | Starting | Odds | Expected | Preference |
---|---|---|---|---|
A. Certain Gain | $1,000 | Certain $500 gain | $1,500 | Preferred |
B. Gamble | $1,000 | 50% chance of $1,000 or $0 gain | $1,500 | - |
Insight: 84% favoured Option A over Option B. This indicates that the fear of missing out on a sure gain outweighs the temptation of a bigger, uncertain gain.
Group 2 - Potential Losses
Option | Starting | Odds | Expected | Preference |
---|---|---|---|---|
C. Certain Loss | $2,000 | Certain $500 loss | $1,500 | - |
D. Gamble on Loss | $2,000 | 50% chance of $1,000 or $0 loss | $1,500 | Preferred |
Insight: 69% preferred Option D over Option C. This suggests that faced with certain losses, the chance to avoid a loss is so appealing that many are ready to risk even bigger losses.
2. Prospect Theory in Big Tech
Here are examples of how prospect theory principles can be revealed in the successful tactics of leading tech giants. These strategies exploit our aversion to loss.
Company | Strategy | Description | Prospect Theory |
---|---|---|---|
Amazon | Prime Free Shipping | Prime members get free international shipping, deterring them from competitors such as Alibaba even if total cost might be lower elsewhere. | Certain free shipping gain ✅ or Chance of cheaper total cost ❌ |
OpenAI | ChatGPT Upgrade | Premium users access the advanced GPT-4 model. The Fear of Missing Out on superior answers to others drives upgrades, even if GPT-3.5 suffices. | Certain poorer answers ❌ or Chance of improved answers ✅ |
Promotional Google Ad Credits | New advertiser customers enjoy a traffic boost with ad credits. When depleted, many continue advertising despite uncertain ROI. | Certain traffic boost gain ✅ or Chance of declining traffic ❌ |
Reference:
Kahneman, D., & Tversky, A. (1979). Prospect Theory: An Analysis of Decision under Risk.
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