Can AI predict someone's breakup? - Thomas Hofweber

164,398 views ・ 2024-05-21

TED-Ed


Please double-click on the English subtitles below to play the video.

00:07
You and your partner Alex have been in a strong, loving relationship for years,
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and lately you're considering getting engaged.
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Alex is enthusiastic about the idea, but you can’t get over the statistics.
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00:19
You know a lot of marriages end in divorce, often not amicably.
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And over 10% of couples in their first marriage get divorced
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within the first five years.
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If your marriage wouldn’t even last five years,
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you feel like tying the knot would be a mistake.
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But you live in the near future,
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where a brand-new company just released an AI-based model
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00:40
that can predict your likelihood of divorce.
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The model is trained on data sets
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containing individuals’ social media activity,
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online search histories, spending habits, and history of marriage and divorce.
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00:53
And using this information,
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the AI can predict if a couple will divorce
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within the first five years of marriage with 95% accuracy.
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01:02
The only catch is the model doesn’t offer any reasons for its results—
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it simply predicts that you will or won’t divorce without saying why.
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So, should you decide whether or not to get married
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based on this AI’s prediction?
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01:18
Suppose the model predicts you and Alex
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would divorce within five years of getting married.
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01:24
At this point, you'd have three options.
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You could get married anyway and hope the prediction is wrong.
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You could break up now,
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though there’s no way to know if ending your currently happy relationship
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would cause more harm than letting the prediction run its course.
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Or, you could stay together and remain unmarried,
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on the off-chance marriage itself would be the problem.
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Though without understanding the reasons for your predicted divorce,
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you’d never know if those mystery issues would still emerge
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to ruin your relationship.
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The uncertainty undermining all these options
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stems from a well known issue with AI around explainability and transparency.
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This problem plagues tons of potentially useful predictive models,
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such as those that could be used to predict which bank customers
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are most likely to repay a loan,
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or which prisoners are most likely to reoffend if granted parole.
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Without knowing why AI systems reach their decisions,
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many worry we can’t think critically about how to follow their advice.
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But the transparency problem doesn’t just prevent us
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from understanding these models,
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it also impacts the user’s accountability.
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For example, if the AI's prediction led you to break up with Alex,
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what explanation could you reasonably offer them?
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That you want to end your happy relationship
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because some mysterious machine predicted its demise?
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That hardly seems fair to Alex.
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02:48
We don’t always owe people an explanation for our actions,
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but when we do,
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AI’s lack of transparency can create ethically challenging situations.
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And accountability is just one of the tradeoffs we make
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by outsourcing important decisions to AI.
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If you’re comfortable deferring your agency to an AI model
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it’s likely because you’re focused on the accuracy of the prediction.
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In this mindset, it doesn’t really matter why you and Alex might break up—
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simply that you likely will.
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But if you prioritize authenticity over accuracy,
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then you'll need to understand and appreciate the reasons
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for your future divorce before ending things today.
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Authentic decision making like this is essential for maintaining accountability,
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03:33
and it might be your best chance to prove the prediction wrong.
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03:37
On the other hand, it’s also possible the model
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already accounted for your attempts to defy it,
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and you’re just setting yourself up for failure.
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95% accuracy is high, but it’s not perfect—
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that figure means 1 in 20 couples will receive a false prediction.
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03:55
And as more people use this service,
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the likelihood increases that someone who was predicted to divorce
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04:01
will do so just because the AI predicted they would.
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If that happens to enough newlyweds,
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the AI's success rate could be artificially maintained
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or even increased by these self-fulfilling predictions.
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Of course, no matter what the AI might tell you,
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whether you even ask for its prediction is still up to you.
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