S1
HR & operations
Top 3
What changed in HR systems, compliance and workforce data for a team under 500 people, and what it costs or saves.
Operations
The EEOC sent a final rule to the White House rescinding its 2012 guidance on using arrest and conviction records in hiring, HR Dive reported October 8. Littler lawyers warned that private claims under Title VII still stand.
2012
the year of the guidance now being withdrawn
Why this mattersRemoving the federal guidance does not remove the lawsuit. If your screen rejects on any criminal record, write down which job duty each check protects and who signed off. A blanket rule still falls hardest on one group, and a private plaintiff can still sue.
Operations
The Department of Homeland Security proposed on October 7 that colleges pay 70,000 dollars for each international student's first work permit, plus 30,000 for each extension. About 294,000 students used the program in 2024-25.
$100,000
per student, if a school pays both fee stages
Why this mattersSchools pay the fee, and the department said they may pass it to students or employers. If you hire recent graduates on student work permits, ask your immigration counsel this month which of next year's offers depend on it, and budget a second option.
Operations
Law firm Seyfarth Shaw counted 97 EEOC merit lawsuits in the year to September 2026, with 29 filed in September against 71 in September 2023. Disability claims were 38 of the 97, and two district offices filed nearly a quarter.
38 of 97
EEOC suits last year that were disability claims
Why this mattersFewer filings is not less exposure, and disability is where the agency still spends its time. Pull your accommodation requests from the past year and check that each one has a written answer and a dated reason. That file is the whole defense.
S2
Best of the week: science & technology
Top 3
Research and technology that is making money, saving money, or about to change how work gets done.
Science
Nature reported on October 8 that at least two research teams in five weeks said AI systems announced results they were still working on. Several scientists now strip names and details out before pasting their work into commercial AI tools, and both OpenAI and Anthropic denied training on those uploads.
5 weeks
in which two teams said AI got there first
Why this mattersThe habit to watch is not the AI, it is what your team pastes into it. Write one page naming what may go into an AI tool and what may not, such as candidate files, pay data and unsigned contracts, and send it to everyone this week.
Science
Sebastian Pike at the University of Warwick and Dominik Kubicki at the University of Birmingham heated chemical starting materials and, instead of testing only the final product, tracked what formed along the way. They found several unknown stages, one a new form of a solar fuel material and one that stores large amounts of lithium, published in Nature Communications.
2 finds
useful materials seen only in the in-between steps
Why this mattersThey measured the steps between the start and the finish, which is where nobody usually looks. Your hiring funnel is the same. Count the days between application and first interview this quarter, because the loss happens in the gap, not at the decision.
Science
The Technology Innovation Institute in Abu Dhabi finished the United Arab Emirates' first home-built space probe on October 1, Nature reported on October 8. The 10-kilogram craft launches in 2028 to reach an asteroid in 2035, and university enrollment in science and engineering is up 30% since the country announced its first Mars mission in 2014.
30%
rise in science enrollment since the goal was set
Why this mattersTheir first mission was built with outside partners and used to train their own engineers, so the second one did not need them. Do that with your next consultant. Name the person on staff who shadows the work, and put the handover date in the contract.
S5
Three things to do this week
3 actions
Three moves with the best payoff for the least effort, each with what it is roughly worth. Even one of them saves hours of work, cash, or a risk you would rather not carry.
🛡️1
Risk
Tie every background check rejection to a job duty
List every role where a criminal record can disqualify a candidate. Next to each, name the job duty it protects and who approved it. Delete any blanket rule you cannot connect. Two hours.
PayoffThe EEOC is withdrawing its 2012 guidance, but Title VII claims by private plaintiffs remain, and a blanket screen is the easiest kind to challenge. Defending one hiring discrimination charge commonly runs tens of thousands in legal fees before any settlement.
$25k+
legal defense cost on one hiring claim
Effort 2 hours
📊2
Data
Write one page on what may and may not go into an AI tool
Name the AI tools your team actually uses. List what may be pasted in and what may not, such as candidate files, pay data, health notes and unsigned contracts. Send it to everyone. 90 minutes.
PayoffResearchers are now stripping details out of their own work before using commercial AI tools. Pay and candidate data leaving through a chat window is a privacy complaint and a contract breach at once, and the cleanup costs far more than the page did.
$20k+
cleanup and legal cost of one data leak
Effort 90 minutes
🤝3
Retention
Give every accommodation request a written answer and a date
Name one inbox for medical and religious accommodation requests. Answer each in writing within ten working days, record the reason behind any no, and check the past year for gaps. Two hours.
PayoffDisability claims were 38 of the 97 lawsuits the EEOC filed last year, and these cases turn on what was written at the time. Defending a single accommodation charge commonly runs tens of thousands in legal fees, and the employee usually stays if the answer comes.
$40k+
legal defense cost on one accommodation claim
Effort 2 hours
Want this handled, but no time or capacity?Olga takes on HR ops projects like these on a fractional or interim basis. A 30-minute call is enough to scope one.
Reach out to Olga ↗Payoff figures are order-of-magnitude estimates for a company under 500 people, based on typical costs, not quotes for your business.