AI Security Alert Triage Cost: Count the Review Work
Count the review work behind security alerts. A fictional eight-row ledger, known-issue key and sensitivity grid keep time, precision and missed issues separate.
Research & Reports
Data-driven research, reports, statistics and evidence-based analysis from Learn Coding USA. Explore findings and trends relevant to coding, software development, technology and learning in the United States and beyond.
20 posts
ACCESSIBILITY.md Portfolio Project: An Evidence Template
Make accessibility claims traceable to scoped tasks, dated test records and known barriers. Includes editable statement templates and a ledger that keeps untested checks visible.
Concurrent Writes: A Reference Update Simulation
Two writers can store separate objects yet collide over one shared reference. Run six deterministic schedules, inspect the trace and compare unchecked with conditional updates.
AI Browser Testing Benchmark: Measure Full Review Time
Measure the complete change cycle before claiming a speedup. A paired-review ledger, five proposed fault recipes and fictional cost calculations keep the evidence clear.
Git Security Update Checklist: Find Every Git Copy
One terminal check does not verify every Git copy. Map executable identity, record distributor evidence and retain unresolved cases with a free inventory ledger.
Reproducible AI Data Analysis Project: Test the Result
Run an inspectable Python project: six synthetic rows become four records with a known 105-second mean. Includes code, six CSVs, five charts and a provenance infographic.
Junior Developer Mentorship Interview Questions: Does the Team Still Teach?
Eight interview questions help candidates investigate review ownership, learning time and progression. Includes balanced survey charts, a blank evidence matrix and fictional examples.
GitHub Personal Access Token Audit: Close Out a Student Project Without Copying Secrets
Finished a course project? Review owners, scope, expiry and dependencies with a metadata-only inventory, six fictional cases and carefully scoped enterprise research.
Go JSON v2 Migration Tests: Check the Contract Before Chasing “10× Faster”
Eight executed fixtures expose contract changes before the stopwatch. Explore Go 1.27.3 results, repeated local timings and a reproducible migration decision pack.
US Software Developer Job Market 2026: What 51,944 New Postings Mean
October brought 51,944 new software postings, but postings are not hires. Explore the denominators, survey limits and a blank applicant evidence ledger.