Kariaa Research
Reports on the future of work
Research and essays on how people actually find work: how hiring networks form, where they exclude, and what changes when finding a job is a conversation.
For Job Seekers
How to Answer Interview Questions
Interviewers are not testing whether you can describe yourself well. They are checking whether you have done the work. Specifics do that; adjectives do not.
Managing
How to Manage an Hourly Team
Managing shift workers is mostly a scheduling and information problem, not a motivation one. The manager who publishes the schedule early and answers questions fast beats the one running engagement initiatives.
Managing
How to Reduce Employee Turnover
Turnover is usually treated as a retention problem and solved with a retention program. Most of it is decided before the person starts, which is why the programs disappoint.
Managing
Employee Onboarding Checklist
Most early leavers decide in the first week, and usually about something small that nobody owned. Onboarding is not paperwork. It is the handful of things that determine whether someone comes back on day two.
Guides
What Culture Fit Should Actually Mean
Culture fit is where unexamined preference collects. Used loosely it selects for similarity to the person hiring. Used precisely it names conditions a person needs in order to do good work.
Guides
What to Ask on a Reference Check
Most reference calls confirm dates and end. The value is in the two or three questions a former manager will answer honestly, and in noticing what they decline to say.
Guides
Interview Questions for Hourly Jobs
Most hourly interviews ask questions that cannot be answered wrongly. A question is only worth asking if a weak candidate would answer it differently from a strong one.
Industries
Why Warehouse Turnover Is So High
Warehousing carries one of the highest quit rates of any sector. The cause is not that the work is hard. It is that every other hourly employer inside the same commuting radius can match the wage without asking for the same body.
Industries
Why Clinics Struggle to Hire
Small practices compete with hospital systems for the same clinical staff without matching pay, benefits or a career ladder, then lose weeks to credentialing lead times they do not control.
Industries
The Construction Labor Shortage
The shortage is real, and the usual framing is wrong. It is an age-structure and pipeline problem meeting demand that arrives in project-shaped spikes, which is why steady hiring never closes it.
Guides
How to Hire Hourly Employees
Applicant tracking systems were built to coordinate several people around one hire. Most frontline hiring is done by one person whose real job is something else. Here is a process that fits the second case.
Industries
How Staffing Agencies Make Money
Bill rate, pay rate, markup and margin, and what a single placement actually has to cover. The two most confused numbers in the industry are markup and margin, and they are not the same figure.
Guides
How to Screen Job Applicants
Screening fails for a structural reason, not a lack of effort: the criteria live in one person's head and change as they get tired. Writing them down first is what makes a shortlist repeatable.
Guides
Credential Verification Checklist
A license discovered to be expired the week someone starts is not a paperwork problem, it is an uncovered shift. What to verify, when to verify it, and how to track expiry without a compliance system.
Insights
The Almanac Told You When to Plant
Michaelmas and Martinmas were labour market events. A shared calendar coordinated a market with no other coordinating mechanism, and everyone knew when to show up without being told.
Guides
How to Hire Caregivers and CNAs
Home-care agencies compete for the same people on the same boards and conclude there is a shortage. The constraint is usually reach and scheduling, not supply, and the two are fixed differently.
Insights
Piecework Never Left
Payment by the piece returns whenever measurement gets cheap. Every expansion of what could be counted moved a job from time-paid to output-paid, and moved the risk with it.
Insights
Apprenticeship Was a Contract Between Households
The indenture bound a master to feed, house, and teach for seven years, and it was enforceable in court. Training was a legal obligation before it became a perk.
Benchmarks
Cost per Hire and Time to Fill Explained
The two standard hiring metrics were defined for salaried recruiting and mislead badly when applied to shift work. What each one measures, how to calculate it, and the third number that matters more than both.
Insights
The Guild Kept the Book
Every durable trade institution owned a register, and whoever held it decided who existed professionally. A record you cannot take with you was never really yours.
Insights
The Price of a Thing Was Once Public
Medieval markets were required by law to happen in daylight, in the square, at a fixed hour. Salary is now the one price in the economy both sides are discouraged from naming.
Benchmarks
How to Reduce Interview No-Shows
The candidate who does not appear is usually not flaky. They are running a portfolio of applications under uncertainty, and the process that loses them is the one that made them wait in silence.
Insights
The Shuttle That Weaves Itself
Aristotle imagined self-working tools in order to argue that slavery was necessary. The hypothetical is now a description, and only the question of citizenship is unsettled.
Case Studies
Caregiver Recruiting: A Worked Example
A walkthrough of a multi-site home-care staffing engagement: what gets asked at intake, which channels get worked in which order, and what the shortlist arrives looking like.
Insights
Scaffolding Labor
Some occupations exist only because a technology is unfinished. They form fast, employ many, then compress into a small expert remnant. Data work is inside that pattern now.
Case Studies
Skilled Trades Recruiting: A Worked Example
A walkthrough of a welder search: why the strongest candidate is never on a job board, what passive outreach actually involves, and how a trade test changes the order of the whole process.
Insights
The Name Was the Credential
Smith, Baker, Cooper, Fletcher. A name was once a checkable claim about what you could do, who trained you, and who was liable when the work failed. Nothing since has done all three.
Insights
Every Enclosure Begins as a Liberation
Technology has twice scattered production into households before pulling it back. The independent producer's best years arrived immediately before the collapse.
Insights
Networks Were the First Institution
Trade worked for centuries with no contract and no court that could reach a stranger. The enforcement was exclusion from a closed group, and every modern rating system has dropped that part.
Insights
Why We Are Building Kariaa
Every upheaval predicted the end of work, and every time humanity adapted. What is failing now is not a shortage of work but the machinery that connects people to it.
Product
Meet Your Personal Talent Agent
Kariaa is introducing a personal talent agent to help with your career, education, and personal development needs. All available on platform or through your favorite messaging apps.
Insights
The 500M Profile Study: How Work Really Works
A three-month study of 500 million professional profiles on how people find jobs, build careers, and get hired. Data on professional networks, referrals, career mobility, and AI's real impact on hiring.
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Guides, benchmarks and worked examples on hiring hourly and skilled trades workers. No gate on any of it.