Kitchen Nightmares – Marginal Touches

Chef Ramsey stops at a Scottish restaurant to help a struggling chef. What he finds is a restaurant where each employee makes a marginal change to the dish before it is sent on its way. A single dish may be modified by 7 different people, but it isn’t clear exactly how much of a contribution each is making. While each may add some benefit with their labor, the additional cost of waiting to send the dish out (and the cost of such a large staff) is part of the reason Chef Ramsey is there to help. The labor costs of the restaurant are $4,500 each week, but they aren’t even breaking even.

Thanks to Alex Marsella for the clip suggestion!

The Simpsons — MoneyBART

The local little league team has a new coach, and she plans on using statistical analysis to improve their chances of winning. She tracks player tendencies and digs into the work of Bill James to bring a Moneyball approach to the Isotots. Bart laments that she has taken the fun out of the game, which begs the question of the team’s objective function. Are sports teams win-maximizers or should some teams focus on having fun?

At the end of the segment, Bart has a choice to make. Should he take the statistical approach to win the game or should he swing and try to preserve his hot streak. The hot hand fallacy is the belief that previous observations are correlated with upcoming observations. This fallacy leads us to believe batters “get hot” even though the probability of the next hit is independent of the previous ones.

Brooklyn 99 — Moneyball

Captain Holt and Lieutenant Jeffords want to streamline the department and improve efficiency across the precinct. Jeffords is concerned that Capt. Holt is getting to greedy and can’t make many more improvements, but Capt. Holt believes he’s taking a Moneyball approach to the department. The film is his favorite and he finds the statistical analysis beautiful.

While he may be improving efficiency through his new statistical approach, the two should be concerned about diminishing returns. Productivity can increase with revised strategies, but additional productivity may require a significant increase in cost. In order to determine the optimal outcome, the two should focus on marginal analysis.

Brooklyn 99 — Cluttered Work Area

 

This clip deals with diminishing marginal productivity of labor. An influx of uniformed officers from another floor of the precinct has led the precinct to become a cramped pigsty, and there is not enough space for each of the workers (“too many cooks in the kitchen”). The detectives now have to spend time organizing the precinct instead of investigating their cases; due to overcrowding, the productivity of the precinct has declined from an additional unit of labor, rather than increased.

Submission and description submitted by Melissa Paton

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