Replaced by AI, Then Asked Back: 16% Report AI Rebounding
SHL's survey of 2,036 US and UK workers found 16% who were replaced by AI were later asked back. What the data says and which skills made them worth rehiring.
November 4, 20267 min read
Blog
Insights, guides, and stories for your career journey
Netherlands to Cut 25,000 Civil Service Jobs With AI
The Netherlands will cut 25,000 civil service jobs by 2035 in an AI-led reform worth €3.5 billion a year. Here is what the plan says and what it means for you.
November 3, 20267 min read
Microsoft's Voluntary Exit Offer: A Funded Career Change
Microsoft's voluntary exit offer reaches about 60,000 employees. Here is how to price the package, weigh stay or go, and turn it into a funded career change.
November 2, 20267 min read
Google's AI Fluency Interview: What to Practice Now
Google now evaluates AI fluency in software engineering interviews. What the new code comprehension round tests, and the exact skills to practice now.
November 1, 20267 min read
Role-Based Learning Roadmap: A Career Changer's Guide
A role-based learning roadmap starts from one target job's posted requirements instead of a generic curriculum. See what changes when the target role changes.
October 29, 20266 min read
No Junior Developer Jobs? How to Break In Anyway
Junior developer jobs are not gone — the old way in is. What 2026 hiring data shows and a four-step playbook for breaking into software engineering anyway.
October 28, 20268 min read
Congress Considers a 2-Year Income Cushion for AI Job Loss
Two bills from Sen. Ron Wyden would stretch unemployment insurance to 52 weeks and fund two years of income support for workers displaced by AI. An explainer.
October 27, 20268 min read
Korn Ferry Report: Entry-Level Jobs Aren't Dying
Korn Ferry's Class of 2030 survey: 81% of employers plan more early-career hiring. Entry-level jobs survive, and the work shifts to judgment and AI checks.
October 26, 20267 min read
New York's $10M AI Jobs Institute, Explained
New York is investing $10 million to prepare up to 40,000 residents for AI-era work by 2032 at the Pursuit-run AI Jobs Institute. Who qualifies and when.
October 26, 20266 min read
Learning Path for Data Analyst With No Degree
A six-stage learning path to become a data analyst with no degree: spreadsheets, SQL, BI, statistics, Python, portfolio. Free resources, hours, checkpoints.
October 23, 20267 min read
Goldman's AI Jobs Forecast: The Wave Waits for a Recession
Goldman Sachs sees AI displacing 9% of US workers — 15 million people — but its research says the layoffs wait for a recession. Prepare before the cycle turns.
October 23, 20269 min read
Free Portfolio Projects for Data Analytics Beginners
Five free data analytics portfolio projects for beginners: public datasets, free tools, and free hosting for each, from first spreadsheet to first notebook.
October 21, 20267 min read
Portfolio Projects for Data Analyst Career Changers
Six data analyst portfolio projects for career changers, built on public data from the industry you left: retail, HR, healthcare, teaching, finance, logistics.
October 20, 202610 min read
Career Roadmap for Business Analyst to Data Analyst
A career roadmap for moving from business analyst to data analyst: which skills transfer, the three real gaps, a six-month plan, and honest 2026 pay data.
October 18, 20268 min read
How to Break Into Data Analytics With Transferable Skills
Your job already proves half of what data analytics requires. Translate those skills, close the two real tool gaps, and turn your experience into proof.
October 16, 20267 min read
How to Move From Excel Reporting to Data Analytics
Your monthly Excel report is a data pipeline you run by hand. Here is the stage-by-stage move into data analytics, with the tools, timeline, and first project.
October 14, 20267 min read
Self-Taught AI Skills: Why You Stall and How to Fix It
Self-taught AI skills stall without checkpoints, feedback, or proof. In a typical open course, 500 of 7,900 finish. Here is the loop that fixes solo learning.
October 14, 20266 min read
Product Management Books and Resources for Career Changers
Six books and the free resources that carry a career changer into product management: what each one teaches, who it fits, and the right order to read them.
October 13, 20267 min read
Best Certifications for Career Changers in 2026
The certifications worth paying for as a career changer in 2026, ranked by total cost, experience prerequisites, and whether employers hire on them today.
October 12, 20268 min read
Skills-Based Hiring in 2026: How Employers Verify Skills
Pearson agreed to buy Workera and Anthropic put $100M into its own academy in October 2026. What employers now count as proof of a skill, and what you can show.
October 10, 202612 min read
Career Coach vs Mentor: Which One Do You Actually Need?
A coach is a paid process expert; a mentor is an insider who has walked your target path. Here is how to tell which one your career change actually needs.
October 9, 20267 min read
Career Change From Finance: Paths That Keep Your Edge
Leaving banking or analysis work? The four exit paths where finance skills carry the most, with BLS pay and growth data, timelines, and steps to an offer.
October 8, 20268 min read
How to Transition from Military to Civilian Career
A military-to-civilian career move is a twelve-month project: TAP on time, a direction from your MOS, a SkillBridge trial, then applications in plain language.
October 6, 20268 min read
Career Change With No Experience: Your First Steps
No relevant experience is where every career change starts. The working sequence: one target role, a posting audit, real gaps, small proofs, applications.
October 5, 20267 min read
Career guides, every two weeks
New articles on switching careers and building your roadmap — delivered to your inbox twice a month. No spam; unsubscribe anytime.