个性化定价的行为成本
The behavioral cost of personalized pricing

原始链接: https://digitalseams.com/blog/the-behavioral-cost-of-personalized-pricing

Instacart利用个性化定价,基于观察到的购物行为而非个人数据,凸显了从共享的消费者体验向碎片化、个体化的转变。虽然从经济角度来看是合理的——允许企业从每位顾客那里最大化利润——但这种做法让人感觉对立,促使消费者有策略地改变行为以获得更低的价格。 这与传统的讨价还价不同,在传统讨价还价中,谈判是预期的。如今的个性化定价是不透明的;消费者大多不知道影响成本的因素,也没有明确的“讨价还价”途径。这可能引发一场军备竞赛,个人会培养数字形象来表明价格敏感性,甚至可能转售获得更好优惠的渠道。 作者将此与沃霍尔对共享的美国消费文化的观察(“可口可乐就是可口可乐”)形成对比,暗示未来即使是基本商品也会有 wildly 不同的价格,从而侵蚀共同点,并可能将数据操纵置于真正的客户关系之上。

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原文

In Instacart’s response, they said that these pricing experiments were based purely on behavioral data - not on personal or demographic information. Or in other words, they aren’t looking at who you are, “just” what you’re doing.

Andy Warhol once wrote about American culture: 

What's great about this country is America started the tradition where the richest consumers buy essentially the same things as the poorest.

You can be watching TV and see Coca-Cola, and you can know that the President drinks Coke, Liz Taylor drinks Coke, and just think, you can drink Coke, too.

A Coke is a Coke and no amount of money can get you a better Coke than the one the bum on the corner is drinking. All the Cokes are the same and all the Cokes are good.

From The Philosophy of Andy Warhol

Yesterday, we all drank the same Cokes. But today, we scroll hyper-personalized social media feeds, tailored to our so-called revealed preferences. And tomorrow, maybe we’ll pay wildly-different prices for that same can of Coke (and not because you’re Liz Taylor, but because you spend like she does). It’s one more change that fragments our common experiences into isolated silos. 

Economically, is this an issue? I don’t really know; if Lucille Bluth is willing to pay $10 for a banana, maybe we should let her - and the shop and platform can split the profits from whatever pricing scheme can make that happen. It’s the invisible hand at work. 

It still gives me the ick. It makes me feel like the business is trying to shrink my “consumer surplus” until I pay a perfect, maximized-for-me price. It makes me feel like an adversary, not a customer, and it makes me feel like I should be a worse person to get a better price. 

Is it just a cultural difference? As a kid visiting China, I once bought a Gameboy game from a nice lady at the electronics bazaar, a great deal at under $10, or so I thought. Later, I got scolded because I didn’t try to haggle: Remember, the first price they offer is just a starting point to negotiate.

I think this new price discrimination - of abandoned carts, the cancellation song-and-dance, and customers segmented down to individuals - is different. The social expectations are flipped: I don’t think the average person knows that haggling is even an option, nor what factors contribute to personalized pricing. 

Only a dummy like me goes to the bazaar without haggling. But today, you probably don’t try to abandon every cart, or switch apps in a way that’s easily-identifiable as comparison shopping, or only buy things that indicate you’re a regular person instead of a fancy rich person. You might let mistakes slide instead of filing a complaint or blasting a company in a Yelp review. All of those events (and who knows which exactly?) are potentially recorded and fed back into your personalized price.

In the future, it’ll be a quiet trick to cultivate your digital reputation of being picky, so you can get the lowest prices and the best treatment. You might even resell that access to someone who wasn’t so careful; or equally likely, spiral into superstitious practice since opaque pricing means you never really know what happened.

On the flip side, we might see the “most favored customer” clause make its way from B2B to consumer contexts - an explicit admission that “the customer is king” is dead. It’ll be an arms race, with data-crunchers looking for opportunities to raise prices while we posture about where we really draw the line. 

I recently got a kick out of the whimsical CAPTCHA Welcome Mat, a site where you have to prove your humanity before you’re allowed to buy the product. In the bonus round, you get to haggle with a chatbot to earn a coupon for 10% off. 

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