onet

Decentralized, Secure, Verifiable System for Statistical Queries and Machine Learning on Distributed Datasets

A decentralized privacy-preserving data sharing tool

all human experts into AI agents

Tools for analyzing global career mobility data using tidyverse workflows.

Evidence-backed analysis of AI skills, wages, tasks, education, and geography using O*NET and BLS data.

http://demo.idealms.ir/onet/Browse.aspx

DreamLab Academy Go

Occupational micro-actions: 15,817 atomic micro-actions decomposed from 1,961 O*NET work activities. Code & data for "The Atomic Structure of Work" (Gao & Huang 2026, arXiv:2606.07939). Dataset DOI: 10.5281/zenodo.21395793

Showcase your skills on the global stage!

A milestone-based data science project exploring how automation and AI affect U.S. occupations and skills. Data collected from BLS, O*NET, and other sources, cleaned and merged into SQLite, with analysis and visualization in Python and Power BI.

Talentsync- ONET integrated recruitment system

A fast-paced link-matching puzzle game for iOS, iPadOS, and macOS built with Swift, SwiftUI, and SpriteKit.

Federal labor market analysis: demand, wages, and skills across 10 early-career occupations, from USAJOBS, BLS OEWS, and O*NET.

Training-program framework for Tyonek subsidiaries: lean value streams, govcon certification compliance, and DOL apprenticeship (Apprentice/Journeyman/Master) pathways. Portfolio piece for a Training Manager role.

Embedding-based alignment of the ESCO and O*NET occupational taxonomies, with dominance-gap and entropy confidence diagnostics and a conservative accept / review / ambiguous decision policy. M.Tech dissertation, BITS Pilani (WILP).

Privacy suppression makes the Anthropic Economic Index automation–augmentation measure partially identified. Only 42 of 775 occupations are usably identified.

Rate careers like stocks — a risk-adjusted 0-100 viability score for 730 occupations, back-tested against a real decade (BLS + O*NET, math shown)

A measurement-clock audit of O*NET AI-exposure scores, with code, public results, and an end-to-end agent-assisted research workflow.