Viewing profile — codebyaditya

Hey, I didn't generate everything by AI but only to frame the words since i was busy with something else. I'll make sure from now on such mistakes will never happen again. sincerel…

Hey, lemme apologize first. I indeed generated this above comment by AI because I was extremely busy with something else and didn't have time to respond but i'll make sure this wil…

Excellent point. My analysis calculated Level I concentration within each employer type but not absolute volumes. You're correct that if staffing firms file significantly more tota…

Author here. Quick summary of probability shifts under the weighted system: Level I ($80K median): -57% selection probability Level II ($103K median): -14% Level III ($135K median)…

(Methodology): Author here. Technical methodology: The counterintuitive finding: DHS justified the weighted lottery by citing "employers submitting large volumes of low-wage regist…

Fair point. To be clear we aren't saying wage should be the only rule, just that it's weird to see such a huge disconnect. Usually money talks. Your "gateway" hunch is likely spot …

Author here. Quick methodology notes: Data: 20,225 H-1B LCA disclosures from DOL, FY2024, healthcare occupations only Analysis: Python (pandas), mapped ZIP → RUCC codes, median wag…

We analyzed the FY2024 H-1B LCA dataset to look for geographic inefficiencies. Methodology: We joined DOL disclosure data with USDA Rural-Urban Continuum Codes (RUCC 2013) using a …

What I appreciated here is how calmly Tao separates useful pattern matching from actual mathematical understanding. There’s no AI hype or dismissal but just a reminder that proof, …

The disturbing part isn’t that bad encounters happen — it’s that these techniques are officially banned, yet keep showing up across unrelated cases. When policy and on-the-ground b…