I'm a product builder and author in Pittsburgh, Pennsylvania. I build software, data references and practical guides through Bicycle LLC.

I helped build people analytics at Google, Merck and PetSmart, have consulted independently since 2012 for more than 25 companies, and wrote People Analytics For Dummies (Wiley, 2019).

I believe measurement science makes AI more trustworthy, and I filed three provisional patent applications in 2026.

• PeopleAnalyst is a professional site for people analysts, with guides, book profiles, measurement writing and community material. Live
• People Analytics Toolbox is a collection of browser and software tools for people analytics methods. Live · Write-up
• JobFrame is a public reference for job families, levels, role profiles and modeled pay. Live · Write-up
• Frames is a set of shared references for jobs, places and skills. JobFrame · GeoFrame · SkillFrame · Write-up
• Principia is a workplace measurement reference with source records, definitions and reusable scales where rights permit. Live · Write-up
• Performix is a team performance diagnosis product in development that connects outcomes to possible drivers and grades the supporting evidence. Live · Write-up
• Get2Great is a workforce benchmarking product in development, starting with a voluntary-turnover pilot. Live · Write-up
• Stepcode is a library of worked analysis methods for Excel, Google Sheets, R, Python, SQL and DAX. Live · Write-up

• Compensation Professional is a professional site for compensation professionals. Live · Write-up
• Compensation Toolbox is a collection of tools for recurring compensation analysis and pay decisions. Live · Write-up
• CompData is a pay data and modeling product with modeled market pay, observed wages, minimum-wage data and pay structures. Live · Write-up
• AnyComp.AI is a guided pay decision product that records priorities, compares options and produces conditional recommendations. Live · Write-up

• CanonicAI is a knowledge-modeling system that turns books and papers into cited concepts, relationships and source records that software can query. Live · Write-up
• Bicycle Guide is a series of cited reading guides that compare practical advice across serious books. Live · Write-up
• Professional identity sites are learning sites that collect relevant guides, books and selected tools for specific professions. Example · Directory · Write-up
• The Family Almanac is a series of guides for families that are matched to each child's stage of development. Live · Write-up
• Vela is a reading magazine that organizes books and art around emotions. Live · Write-up
• Penwright is a writing-craft library with guides, book profiles and sourced debates. Live · Write-up

• DevPlane is the private control panel I use to run AI coding agents across my projects. It hands them work, tracks it, and checks the code, deployment and live site before a job counts as done. Live · Write-up
• Kanbai is a project management application. It creates ordered plans, manages dependencies, assigns work and produces project documents. Live · Write-up

• Toolboxes are collections of practical methods for recurring professional work. People Analytics Toolbox · Compensation Toolbox · GTM Toolbox · Write-up
• Lock is a library of management processes a company can adopt, covering hiring, performance, managers, compensation and operating rhythm, with the steps, roles, decisions and measures for each process connected to one another. Live · Write-up
• Namesake is a baby-naming application for parents deciding together, with private brackets, comparison results, tournaments and voting. Live · Write-up
• Fourth & Two is a fantasy football decision product for MyFantasyLeague team owners, covering lineup, waiver, trade and draft decisions. Live · Write-up

Bicycle LLC · CV · LinkedIn