How does the Luckin coffee timeliness rate affect baristas?

Luckin Coffee evaluates stores on a production timeliness rate, which measures whether orders are finished within the time the system sets. The figure is tied to employee performance as well as customer experience, so staff push hard during peak periods. Some baristas report dreaming about scanning codes and serving orders, and even talking in their sleep.

A store reaching 100 percent means every order is completed inside the time limit, which supports smooth pickup for customers. Under that threshold, the gap between digital management and human-centered care becomes clear. The article asks how brands should balance efficiency with employee well-being when the two pull in different directions.

The "timeliness rate" assessment metric implemented in Luckin Coffee stores is placing enormous pressure on frontline baristas. This number, which reflects whether orders can be completed within the system's preset time, not only affects customer experience but is also directly tied to employee performance. To keep up with the compliance threshold, staff have no choice but to push themselves to the limit during peak order periods—some even dream about scanning codes and serving orders. This article will take an in-depth look at how the timeliness rate assessment operates, its dual impact on store operations, and the real situation baristas face under high pressure. When digital management clashes with human-centered care, how should brands balance efficiency and employee well-being?

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On the last night of 2023, I wonder if everyone had a good dream to mark the end of the year.

However, Luckin's workers have rarely had good dreams lately—nightmares, on the other hand, have come one after another. "I dreamed of scanning codes and serving orders for two consecutive days, and even talked in my sleep saying 'Did you scan the code?' 'Scan the code first.'" Experiences like this have genuinely played out for many Luckin employees. Some dreamed of standing behind the counter endlessly sticking labels, while others struggled repeatedly through the recurring nightmare of finding coffee, scanning codes, serving orders, and packing.

The boundary between reality and dreams has completely blurred—working from the moment they open their eyes to the moment they close them. Workers are crying out that it's just too hard!

The root cause of Luckin employees' obsession with "scanning codes and serving orders" is a metric they call the "demon"—the timeliness rate.

The full name of the timeliness rate is the production timeliness rate. It measures whether store orders can be completed within the system's preset time. If a store's timeliness rate reaches 100%, it means every single order at that store is completed within the required time limit.

Although it's just a number, the timeliness rate directly affects customers' consumption experience. One can imagine that when the system shows an order is ready and customers can pick up their drinks directly upon entering the store, this smooth experience increases the likelihood of them coming back. Therefore, from a certain perspective, a higher timeliness rate can boost store sales while creating a good in-store experience for customers.

For this reason, staff at Luckin stores nowadays not only have to maintain store reviews but also worry about the timeliness rate. The characteristic of this number is that "it climbs up by tenths of a point, but drops by several points at once." Once an order fails to be scanned and served within the system's estimated time, a large number of timely orders are needed afterward to pull the number back up.

Some netizens might be confused: the timeliness rate is just a number—is it really necessary to care so much about it? If it were just ordinary data, perhaps there would be no need to be overly nervous. But once this number is tied to workers' lifeblood—performance—then it leaves no room for ignoring it.

According to Luckin employees, the timeliness rate is currently one of the store assessment metrics and is linked to employee performance. For the sake of their wallets, every store is desperately competing over the timeliness rate—not seeking to always maintain 100%, but at least staying above the compliance threshold.

Maintaining a high timeliness rate for a day or two might not be too difficult, but if a store wants to keep its timeliness rate high in the long term, all staff need to work together and fulfill their responsibilities at their respective posts. However, when peak order periods hit and there's a shortage of hands, the timeliness rate becomes a "death warrant," making Luckin's already busy workers even more breathless.

"Just destroy it all, I'm going crazy right there," "Yesterday I was so exhausted that when a customer asked if her order was ready, I just lay on the order pickup counter and said, go sit down for a while," "The timeliness rate is about to drive this kid insane."

Luckin employees, tormented to the brink of breakdown by the timeliness rate, are wailing in despair. They are not Nezha with three heads and six arms; nor are they the Boiler Grandpa from Spirited Away, unable to simultaneously take orders, make drinks, and serve and pack orders in a short time. They are collectively calling out to management who only look at numbers, hoping leaders can come to the frontline and experience the daily misery they endure.

Requiring store timeliness rates to improve customer experience—Luckin management's intention is beyond reproach. But we also hope certain regulations can be more human-centered, so that Luckin's workers don't have to have nightmares every night over a single number.

Image source: Xiaohongshu

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