Publications
Writing beyond
the studio.
Articles by Keith Staggers on AI at work, learning, and practical technology, alongside teaching resources selected by other publications.
Published elsewhere
03 articlesSeven rows are not a week: rolling sums in pandas
Eight batch records turn a week's 80 jobs into a report of 130. The tutorial tracks the stray 50 to a seven-row window, then tests the true seven-day boundary and a report opened after the processor goes quiet.
Read in English on DataScience+ (opens in a new tab)The chatbot answered. The process is still stuck.
El chatbot respondió. El trámite sigue detenido.
A chatbot can answer clearly and still leave someone unable to finish a simple request. Keith shows how to test the handoff to a person who can help.
Read in Spanish on Delfino.cr (opens in a new tab)Three references, but how much evidence?
Trois références, mais combien de preuves ?
Three citations look like three pieces of evidence. Follow the arrows and they all lead to one library count. This classroom exercise asks students to draw that chain, then decide what a second, independent count can and cannot tell them.
Read in French on Innovation Pédagogique (opens in a new tab)Resources selected by editors
02 resourcesHuman Approval Gate (The): A Practical Guide to Keeping a Person at the Decision Point in AI-Assisted Work
UNESCO-UNEVOC included Keith's Human Approval Gate kit in its reviewed directory for vocational educators. The resource page links to the free guide, worksheet and practice cases.
View the resource listing (opens in a new tab)Free AI review practice kit for adult educators and workplace trainers
The platform's editors selected Keith's free Human Approval Gate teaching kit for adult educators and workplace trainers. The listing links to the guide, worksheet and practice cases.
View the resource listing (opens in a new tab)