peopleanalyst

research / arc / decision-support

Decision support under uncertainty

When the answer exists on a range, how do you make it executable for a decision-maker? Monte Carlo simulation, formal Value-of-Information analysis, regression-based surrogate calculators, scenario modeling at population scale, and the principal-issues framing that names the load-bearing measurement set every decision actually rests on.

Why this matters

The portable claim — what this arc lets you understand outside the surface domain.

The headline question executives bring to a planning cycle is rarely 'what is the answer' — it is 'what is the range of plausible answers, and how confident can I commit before more is known.' This arc is the methodological spine for any forced-choice point where the population, the inputs, or the future are themselves uncertain. Fourth & Two applies it to fantasy decisions; the People Analytics Platform applies it to compensation; the principal-issues thesis names why most domains fail to do this at all.

Spans

Products this arc cuts through. Each application is sometimes the lead empirical apparatus, sometimes the funding/data-collection platform.

Drill-down — full arc surface

Cross-product. Source application shown on each entry.

Overview

What this research program is and why it exists. The frame the rest of the work hangs on.

  • The Fourth & Two research program

    Fourth & Twoforthcoming

    Forthcoming — research arc to be designed.

Methodology

How the work is done — instruments, protocols, the standards each report inherits.

  • Methodology

    Fourth & Twoforthcoming

Reports

The actual research findings — phased results, research-question briefs, applied analyses.

  • Decisions under uncertainty in fantasy

    Fourth & Twoforthcoming

    Anticipated thread — Monte Carlo decision support, principal-issues-set framing.

  • The principal-issues thesis

    People Analytics Toolboxforthcoming

    Anticipated headline thread — load-bearing analytics, the Three A's, NAV, why most companies cannot do people analytics. Draft v3 exists locally and is being prepared for publication.

Audience tiers

The same headline research surfaced four ways: peer-review, engineering, general audience, product.

  • General-audience explainer

    Fourth & TwoGeneral audience · forthcoming
  • Peer-review framing

    Fourth & TwoPeer-review framing · forthcoming

Bibliography

Field positioning — formal references and literature maps grounding the research threads.

  • Literature map

    Fourth & Twoforthcoming

Preregistrations & protocols

Studies and intervention protocols filed before execution.

  • Preregistration(s)

    Fourth & Twoforthcoming