Wattalife · Editorial Standards

How Wattalife researches, sources, and discloses.

Wattalife publishes research-based reports on how artificial intelligence is reshaping specific careers. Because the topics covered affect readers’ livelihoods, the site holds itself to standards worth stating publicly. This page describes how reports are researched, where the data comes from, how corrections are handled, and what the boundaries are around sponsorship, affiliate relationships, and AI use.

Sourcing.

Every Wattalife report links its primary sources directly. Sources are prioritized in this order:

  1. Government statistical agencies. The U.S. Bureau of Labor Statistics Occupational Outlook Handbook is the foundation for all employment projections cited on this site. OECD, U.S. Census Bureau, and IRS publications are used where relevant.
  2. Major institutional research. McKinsey Global Institute, World Economic Forum (including the Future of Jobs Report), Stanford AI Index, Brookings Institution, OECD policy briefs, and Goldman Sachs Global Investment Research labor analyses.
  3. Primary documentation from the AI tools and platforms covered. Vendor product pages, official feature documentation, release notes, and earnings-call disclosures.
  4. Public industry discussions. Professional community forums, subreddits relevant to a profession (such as r/Bookkeeping for the bookkeeper report), LinkedIn conversations, and trade publications. These are used for color and pattern-spotting, not as primary data sources, and are always linked to the original thread.
  5. Hands-on testing of relevant tools. Where an AI tool is materially affecting a profession, Wattalife signs up for the tool and tests it directly before publishing. Testing methodology and results are described in the report itself.
  6. Direct conversations with people in the profession, where possible. Interviewees are quoted by first name and role unless they request otherwise. Wattalife does not invent or fabricate quotes, case studies, or examples under any circumstance.

Where Wattalife cites a secondary source rather than the original, the secondary source is named and linked transparently. When a claim cannot be sourced to material the reader can verify, the claim does not appear in the report.

How a typical report is researched.

Each profession report follows a consistent process so readers can predict what they’re getting and reviewers can evaluate the work the same way every time.

Step 1: Read the labor data. The relevant Bureau of Labor Statistics Occupational Outlook page is reviewed in full, alongside adjacent roles and historical projections. The same is done for any equivalent OECD data when international context matters.

Step 2: Identify the AI tools materially affecting the role. Both the platform-level AI (built into existing software the profession already uses) and the third-party stack (separate tools designed to automate the work). Marketing claims are recorded but not treated as findings.

Step 3: Test the tools directly. Where the tool offers a free trial or demonstration tier, Wattalife signs up and tests it on representative work. Test methodology, sample size, and findings are documented in the report. Screenshots are included where relevant. The goal is not exhaustive product review but specific evidence: here is what this tool actually does, and here is where it fails.

Step 4: Read the people doing the work. Public discussions in subreddits, LinkedIn threads, professional community forums, and trade publications are reviewed to identify recurring patterns. When direct interviews are possible, they are conducted; when not, the synthesis is honestly disclosed as such.

Step 5: Identify pivot paths. For each profession, Wattalife identifies the directions working professionals are realistically taking in response to the changes, with credentialing and timeline specifics where available.

Step 6: Write, link, and publish. Every claim is linked back to its source. A methodology box at the top of each report describes what was reviewed, tested, and analyzed for that specific piece. Updates are dated and noted at the top of the report.

Fact-checking.

Statistical claims and policy descriptions are verified against the original source before publication, not against secondary reporting on the source. When the original source is paywalled, that is disclosed and the most authoritative free secondary citation is used instead.

Tool behavior described as observed (categorization accuracy, response quality, feature limitations) is based on actual testing, not vendor claims. When the available testing is limited — small sample size, single use case, brief observation period — the limitations are disclosed in the report. Wattalife does not present small or informal tests as if they were rigorous studies.

Corrections policy.

Wattalife will make mistakes. When that happens, here is how it gets handled:

  • Factual errors are corrected as soon as they are confirmed, and a dated correction note is added at the bottom of the affected report.
  • Material updates — new BLS data, new tool features, new market events — are added to existing reports with a dated update note at the top of the piece.
  • Minor edits (typos, broken links, formatting) are made silently without a note.
  • Significant retractions or substantial revisions — rare, but possible — are noted in the report’s introduction and explained in plain language.

Readers who spot an error are encouraged to get in touch. Corrections submitted by readers are taken seriously and acknowledged.

Independence and funding.

Wattalife is independently owned and operated by Ellery Capobianco. The site does not accept sponsored content, paid placements, vendor-funded reports, or direct payment from any company whose tools or services are evaluated.

Some links to tools, certifications, courses, and platforms are affiliate links. This means that if a reader signs up or purchases through one of these links, Wattalife may earn a small commission at no additional cost to the reader. Affiliate links are clearly disclosed at or near the link itself, and a full affiliate disclosure is published separately.

Affiliate relationships never determine which tools, courses, or credentials are recommended in a report, never influence the assessment of those tools, and never result in inflated coverage of partners. Tools that are recommended are recommended because they appear in the actual workflow of working professionals or because hands-on testing supports the recommendation. Tools that fail are described as failing, including when they are affiliate partners.

On the use of AI by Wattalife.

Because Wattalife reports on artificial intelligence, the question of whether the site itself uses AI deserves a direct answer.

AI tools are used the way most independent journalists use them in 2026: to organize research notes, format data, surface counterpoints worth investigating, and edit prose for clarity. AI is not used to write reports from scratch, fabricate testing results, generate fake interview quotes, or invent sources. Every factual claim in a Wattalife report is verified against a real, linkable source before publication, regardless of how the writing process incorporated AI tools.

The tool testing, source linking, methodology decisions, interpretive judgments, and final editorial choices are made by a human researcher who is publicly identified, with verifiable background, and accountable for the work. That accountability is the standard, not the technology used to produce the prose.

What Wattalife won’t do.

  • Provide individualized financial, legal, tax, or career advice. Wattalife is research and journalism. Readers are responsible for their own decisions and should consult licensed professionals for personal guidance.
  • Publish content driven by what generates the most clicks. If a question is interesting and answerable but unlikely to drive traffic, it can still be researched. If a question is high-traffic but cannot be honestly answered, it is not.
  • Recommend tools or credentials that haven’t been examined or verified. Affiliate convenience does not create coverage.
  • Quote, paraphrase, or attribute opinions to people who didn’t say them. Including in cases where a fictional example would make a stronger narrative.
  • Use false urgency or fear-based framing to drive engagement. The actual situation working professionals face is significant enough on its own; no exaggeration is needed.

Contact and accountability.

Wattalife is researched and written by a publicly identified person. Background, credentials, and prior work are described on the About page. A human is accountable for every claim on this site.

For corrections, questions, story tips, or to share what you’re seeing in your own profession, please get in touch. Reader stories shape future reports.

These editorial standards were last updated on May 01, 2026. They will be revised as Wattalife’s research practices evolve. Material changes will be noted at the top of this page.