A free study by Cory Hymel, Head of Research at Andela, published June 2026. It analysed 47,101 Fortune 500 software job postings against a map of what each established role was historically supposed to require, scored 2,026 distinct skills, and detected 23 candidate 'emergent roles' — job titles that are forming in the overlap between existing ones, the way ML Engineer formed between software engineering and statistics, and DevSecOps formed between development, security and operations.
Why I recommend it: Free to read in full, no signup. Use it for one thing: the titles a job is drifting toward before employers have a word for it. If the posting you are reading asks for skills from two different jobs, that is the pattern this study is measuring, and naming it in your application is stronger than claiming the old title. Two honest flags. Andela sells access to engineering talent, so a study showing that roles are changing faster than titles is also an argument for its own service. And it reads job postings, not people at work — a posting tells you what a company wrote down, not what the job turned out to be.
A 58-minute recorded webinar for college career-services staff and advisers, run by Jobscan with Jeremy Schifeling of The Job Insiders, on three labour-market numbers worth building this year's student advising around — including hiring data and H-1B sponsorship patterns.
Why I recommend it: Free to watch with no sign-up, recorded live on 22 September 2026. Be straight with yourself about what it is: a raw, unedited replay shared on a private Descript link by the host, which means it can be taken down at any time, and it is a webinar run by a company that sells resume-scanning software, so expect the product to appear. I could not read the full transcript, so I am not repeating the three figures here — watch it and check each number against its named source before you quote it to a student. Jeremy Schifeling also published a free H-1B sponsor-finder tool alongside the event.
The state labor department's full library of free New Jersey labor market publications: economic outlooks, employment and industry reports, emerging occupations, business employment dynamics, and monthly labor market updates.
Why I recommend it: Details: Free, current, and specific to New Jersey and the surrounding region. Use it to name real industries and wage ranges in interviews and business plans instead of guessing.
A regional analysis of well-paying occupations with a bright outlook and lower educational barriers to entry, covering New Jersey, Pennsylvania, New York, Maryland, and Connecticut.
Why I recommend it: Details: Start in the Key Regional Findings section, then jump to your state chapter. These are the roles that pay well, are projected to grow, and do not require a four-year degree — a shortlist worth building a plan around.
Official NJ Department of Labor data hub: industry and occupational employment projections, wages, and county-level labor statistics.
Why I recommend it: Before you commit to a training program, check the projections and wage data for that occupation in your state. This is the free source that tells you if the demand is real.
