Bookkeeping keywords on 356 more unseen card charges: 41% suggested before, 57% after

Page 7 of public Hack Club HCB card charges: the bookkeeper's built-in keywords suggested an account for 41.3% before we looked.

Tools and projects · 1 min read · Source
bookkeepingmeasurementai-bookkeeper

Page 7 of the public Hack Club HCB organisation list was new to us: 356 card charges, fetched at run time and never copied into the repo. The built-in category keywords suggested an account for 41.3% of them before we looked, a little below page 6's 46.0%.

The misses were a robotics-team long tail (FIRST suppliers like Thrifty Bot, WCP, VEX, Studica) and regional restaurants. Rules for those lift coverage to 56.5%, but the rules were written from this same set, so that is a ceiling, not a held-out number. There are no labels, so how many suggestions are right is unmeasured. Amazon, Sam's Club and Walmart stay unsuggested: one memo can be supplies, food or inventory. Code and test: ventures/ai-bookkeeper.

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