SURVEY & ASSESSMENT SHORTENING

Shorter surveys.
Less respondent burden.
Measurement you can defend.

We help research teams shorten questionnaires and assessments while evaluating how well the shorter version measures what matters to their study. Using Item Response Theory (IRT), we examine which items provide useful measurement across the range relevant to your research.

Six-page sample: simulated responses with public-domain IPIP items. Download code & data (ZIP)

Pricing and final scope provided after a feasibility audit.

30 → 6An illustrative short-form scenario.
Achievable length depends on your data.
Item selection guided by your studyReproducible R & Python scoringMethods & publication appendix
01 / PRECISION, NOT JUST LENGTH

What can change when
you shorten a survey?

A shorter questionnaire may measure well for some respondents and less accurately for others. This example shows why item selection should reflect your study’s purpose. Higher test information means greater precision; lower conditional standard error means less uncertainty.

Illustrative curves, not fitted item parameters or evidence of client outcomes. CSEM = 1 / √information.
02 / A REPRODUCIBLE HANDOFF

From your original questionnaire
to a shorter, usable assessment.

What each approach directly addresses
Decision needInternal-consistency selection (alpha)Factor structure analysis (CFA)IRT + constrained item selection
Internal consistencyYesModel-basedCan assess
Latent structureLimitedYesRequires model audit
Precision across score levelsNot directlyNot directlyExplicit target
Constrained item assemblyNot inherentNot inherentExplicit constraints
IRT scoring crosswalkNoNot inherentWhere defensible
03 / PLAN YOUR PROCUREMENT

Explore options
for your questionnaire.

Check initial feasibility and prepare your project scope. Download scope documents locally. Institutional details stay in your browser unless you choose “Validate project details.” No participant data.

01 — Choose your package
02 — Optional extensions
03 — Your questionnaire & data
04 — Institutional details

The full purchase value remains the total commitment. Milestones cannot establish eligibility or bypass purchasing requirements.

SIMULATED DEMONSTRATION / NOT A CLINICAL INSTRUMENT

What does the sample show?

The six-page audit uses official public-domain IPIP item wording with 1,200 simulated response records. It includes the 30-question content blueprint, a redundancy heatmap, precision curves for four candidate lengths, held-out score comparisons, a complete score crosswalk and reproducible methods.

The six-item candidate has strong overall score correlation but misses some classifications at the illustrative cutoff. The report shows those limitations rather than claiming clinical equivalence.

Open the six-page sample audit (PDF) →
Explore the illustrative page widget →