Automated Statistical Significance Testing

Stop guessing which differences are real.

HOW IT WORKS

Why Steeped AI's Significance Testing Holds Up

Stop guessing which differences are real. A university-grade, 3-part stat sig system (pairwise, inferential, and false discovery) runs automatically across all your crosstab data so every insight you present is bulletproof.

UNIVERSITY GRADE

University Grade

Built by a former university researcher with two tests beyond the pairwise check most tools stop at, a best-fit inferential test and a false discovery rate correction for truly rigorous results.

BUILD CONFIDENCE

Build Confidence

Present findings in business meetings backed by a full 3-part statistical framework. The kind of confidence scientists bring to their work, now available to every analyst on your team.

BANNER OPTIONAL

Banner Optional

Run stat sig tests across your top 200 crosstabs for every field, not just banner selections. Steeped AI surfaces significant combinations you wouldn't have known to look for.

USE CASES

How Significance Testing Solves Problems

A difference between two segments, stores, or study waves can look real and still be sampling noise, and shipping a decision on noise is expensive. Below are real examples of teams using Steeped AI's automated significance testing to confirm which differences are mathematically real before they reach a budget or leadership decision, from wellness program ROI to solar adoption rates.

HR & PEOPLE OPS

Employee Attrition

Upload exit interviews, engagement surveys, and HRIS records to reveal why your best people actually leave. Quantify departure reasons by department and manager, proven with university-grade statistics.

Predictive Maintenance

Turn technician work orders and maintenance logs into structured failure modes. Reveal which early signals actually precede breakdowns, and pinpoint which plants carry elevated risk before machines fail.

Survey Analysis

Turn surveys, open-ends, panel data, and NPS studies into research-grade intelligence without weeks of manual cross-tabs. Uncover significant findings, hidden audience differences, and predictive relationships in natural language.

Public Safety

Turn case reports, incident narratives, and dispatch logs into a searchable, quantifiable view of crime patterns across time, geography, and offense type. Every insight cited back to the source document.

UX Research

Turn usability studies, interviews, surveys, and session notes into measurable product intelligence. Quantify recurring usability problems, unmet needs, and adoption barriers across every study, validated statistically.

Constituent Services

Turn 311 requests, constituent emails, and call logs into measurable civic intelligence. Surface hidden complaint themes, map true hotspots, weight for reporting gaps, and show where dollars have the most impact.

BUSINESS INTELLIGENCE

Sales & Pipeline

Turn recorded sales calls, CRM notes, and win/loss transcripts into deal intelligence. Quantify which conversation patterns predict closed-won, and coach reps to the sequences that actually win.

Supply Chain

Turn inspection logs, delivery timelines, and contracts into supply chain intelligence. Pinpoint the exact conditions that drive defects and delays, and prove which vendors underperform with statistics.

Brand Tracking

Turn brand trackers, surveys, social exports, and reviews into a continuous brand-health system. Surface emerging associations and emotional themes, and validate which perception shifts over time are statistically real.

ENERGY & INFRASTRUCTURE

Energy & Infrastructure

Combine operational metrics with AI document analysis to surface infrastructure risks, recurring equipment failures, and maintenance trends. Prioritize investments with statistically validated evidence.

Hotel Revenue

Turn reservations, rate exports, OTA data, and guest surveys into revenue intelligence. Predict which booking attributes drive high RevPAR, ancillary spend, and repeat visits before the next comp set review.

Focus Groups

Turn focus group recordings, transcripts, and moderator notes into research-grade findings. Quantify qualitative feedback, compare groups statistically, and generate cited, executive-ready reports in hours.

Franchise Ops

Turn sales exports, mystery shopper reports, and compliance audits into operational intelligence. Find the patterns separating top performers from problem locations, and predict sales and compliance risk.

Clinical Trials

Turn protocols, patient diaries, and site logs into a proactive signal detection system. Surface adverse event clusters and dropout predictors in audit-ready, cited reports built for regulatory scrutiny.

BUSINESS INTELLIGENCE

Product Reviews

Turn thousands of reviews across marketplaces and app stores into measurable intelligence. Discover which issues drive low ratings and prioritize improvements with statistically validated findings.

Crop Yield

Turn soil sensor, seed batch, drone, and yield data into precise, per-acre strategies. Uncover which agronomic variables predict crop performance, validated statistically and backed by citations.

CPG Innovation

Turn tasting logs, recipe variations, and focus group feedback into flavor intelligence. Quantify which sensory profiles drive repurchase and shelf velocity before a costly national launch.

Media Audience

Turn reader surveys, engagement exports, and social listening into audience intelligence. Surface the content signals that drive subscriptions, retention, and advertiser value.

Message Testing

Turn headline, value prop, and positioning tests into marketing intelligence. See which messages resonate by segment, and validate which differences are statistically meaningful before launch.

HR & PEOPLE OPS

Compliance Risk

Turn audits, policies, investigations, and hotline complaints into compliance intelligence. Surface recurring violations and predictors of future incidents, every finding backed by exact citations.

Qualitative Research

Turn interviews, focus groups, diary studies, and open-ends into measurable intelligence. Quantify recurring themes and unmet needs in minutes, every quote preserved with exact citations.

Telecom Sites

Turn tower telemetry, dispatch logs, and drop-call reports into network intelligence. Predict which cell sites risk hardware failure or capacity overload, and prioritize capital spend with confidence.

Student Retention

Turn SIS records, LMS activity, and advising notes into retention intelligence. Detect early signals of attrition and pinpoint which interventions most improve graduation rates.

Incident Response

Turn firewall logs, incident notes, and phishing test results into post-mortem intelligence. Reveal how attackers exploited gaps and prove which controls deliver the highest risk reduction.

ENERGY & INFRASTRUCTURE

Mining Efficiency

Turn haul truck GPS, assay reports, and sensor streams into extraction intelligence. Isolate the conditions that waste fuel and time, and see which pits yield the highest profit per ton.

BUSINESS INTELLIGENCE

Competitive Reviews

Turn competitor reviews across marketplaces and app stores into market intelligence. See exactly where rivals win, where they lose, and which features drive buying decisions, proven statistically.

Concept Testing

Turn concept testing surveys and open-ends into statistically validated intelligence. Find which concepts resonate by audience, the emotional drivers behind preferences, and hidden market segments.

ENERGY & INFRASTRUCTURE

Solar Rebates

Turn installation, inverter, weather, and rebate data into clean energy intelligence. Prove which rebate structures yield the highest gigawatt-hour returns with research-grade evidence.

Veterinary Ops

Turn EHRs, lab results, and intake notes into pet health intelligence. Surface breed and regional condition trends, map the diagnostic journey, and staff and stock clinics on real demand.

Affiliate Conversion

Turn clickstream, affiliate tracking, and transaction logs into conversion intelligence. Map the real path to purchase, find high-intent regional pockets, and prove campaign ROI to partners.

Port Operations

Turn container manifests, crane telemetry, and customs logs into terminal intelligence. Isolate which cargo, weather, and shift combinations drive the longest dwell times before demurrage hits.

Traffic Integrity

Turn server logs, IP metadata, and detection scores into traffic integrity intelligence. Prove whether a spike is real growth or a bot farm, then hand analytics teams clean benchmark numbers.

Loan Default Risk

Turn loan performance logs, financial statements, and underwriting notes into risk intelligence. Surface the non-obvious default triggers traditional credit scoring misses.

Training Effectiveness

Turn learner surveys, assessments, and completion logs into outcome intelligence. Find which program designs drive skill transfer and certification, census-balanced across cohorts.

Event ROI

Turn badge scans, session logs, and post-event surveys into ROI intelligence. Prove sponsor value mathematically and find the formats that drive repeat ticket purchases.

Smart City Traffic

Turn intersection sensors, transit ridership, and accident reports into traffic intelligence. Pinpoint why corridors gridlock or crash, and allocate infrastructure budgets on proof.

Inventory & Markdown

Turn POS logs, warehouse levels, and return data into markdown intelligence. Forecast which lines need discounting versus reallocation, and protect gross margin with proof.

Assembly Ergonomics

Turn ergonomic assessments, injury reports, and cycle logs into station intelligence. Find which layouts cost you people and throughput, proven with significance testing.

Wellness ROI

Turn claims records, wellness engagement, and renewal outcomes into ROI intelligence. Prove a program cut high-cost claims before the employer renewal conversation.

Cloud FinOps

Turn billing reports, APM metrics, and container logs into cost intelligence. Tell a genuine traffic spike from a code regression, and allocate spend per service and team.

Cleanroom Yield

Turn environmental sensors, tool telemetry, and wafer test results into yield intelligence. Isolate the exact variables ruining batches and optimize etching recipes on proof.

The insights are already in your data.

Ask your data anything. Get real findings ranked by impact, with AI reports your team can present and share on the spot.