One row per person or thing — which analyses fit this data | MCP Analytics
Data shape

One row per person or thing

One row per customer is a different problem from one row per customer per month. Shape decides which methods can apply to your file at all. More are in build.

How we actually do it

See it on real data

Acceptance Sampling Plans — sample report Open full report →

That is the actual report this analysis produces — not a mock-up. Every analysis on this page delivers the same shape of output on your own data.

One row per person or thing

Every analysis classified under this data shape.

Acceptance Sampling Plans

Should I accept this lot?

One row per person or thingManufacturing & Quality

Method Agreement — Bland-Altman

Do two measurement methods agree well enough to be used interchangeably?

One row per person or thing

Classifier Calibration

Are the predicted probabilities honest; reliability curves, Brier.

One row per person or thing

Categorical Association — Chi-Square & Fisher

Are these categories related?

One row per person or thing

Logistic Regression — What Drives Yes vs No

What drives yes vs no?

One row per person or thing

Cluster Analysis — Natural Segments

What natural segments exist in my data?

One row per person or thing

Correlation Analysis

Which metrics move together?

One row per person or thing

Correspondence Analysis

How do two categorical variables map together? Biplot of category associations — brands vs attributes, segments vs behaviors.

One row per person or thing

Count Outcomes — Poisson & Negative Binomial

What is associated with my event counts?

One row per person or thing

Data Profile — Understand Any Dataset

What's in my dataset?

One row per person or thing

Normality & Outlier Screening

Is my data normal, and are there outliers?

One row per person or thing

Distribution Fitting

What distribution does my data follow? Fit and compare candidate distributions with goodness-of-fit tests.

One row per person or thing

Dose-Response Curve Fitting

How does response change with dose or intensity? Nonlinear curve fitting with EC50/IC50 estimates.

One row per person or thing

Exploratory Factor Analysis

What latent factors underlie my metrics?

One row per person or thing

Feature Importance — What the Model Uses

Which predictors does the model actually depend on?

One row per person or thing

Importance-Performance Gap Analysis

What matters most that we do worst? Importance vs performance quadrants from survey data for prioritization.

One row per person or thing

Instrumental Variables

What is the causal effect when treatment is confounded? Two-stage least squares with instrument diagnostics.

One row per person or thing

Rater Agreement — Cohen's Kappa

Categorical inter-rater agreement; complements ICC.

One row per person or thing

Key Driver Analysis — What Moves Satisfaction

What moves satisfaction most?

One row per person or thing

Lift & Gains — Targeting Value

If I only contact the top N%, how much of the value do I capture?

One row per person or thing

Likert / Top-Box Survey Analysis

Ordinal survey items done right.

One row per person or thing

Linear Regression — Outcome Drivers

What drives this number, and by how much?

One row per person or thing

Mediation & Moderation Analysis

Does X drive Y through M; conditional effects.

One row per person or thing

Meta-Analysis & Forest Plot

Pool effect sizes across studies.

One row per person or thing

Missing Data Audit

How bad is my missing data and does it bias my results? Missingness patterns, MCAR checks, imputation impact.

One row per person or thing

NPS Analysis

What is our Net Promoter Score, and is it moving or differing by segment?

One row per person or thing

Pareto Analysis — The Vital Few (80/20)

Which few causes drive most of the problem?

One row per person or thing

Principal Component Analysis (PCA)

How many real dimensions does my data have?

One row per person or thing

Process Capability — Cp/Cpk

Is the process capable of meeting spec limits.

One row per person or thingManufacturing & Quality

Regression Discontinuity

Did crossing the threshold cause the change?

One row per person or thing

Scale Reliability — Cronbach's Alpha

Is my survey scale reliable?

One row per person or thing

ROC Curve & Classifier Cutoff

How good is my classifier, and where's the cutoff?

One row per person or thing

Classification Threshold Optimizer

Where should I set the cutoff given MY costs?

One row per person or thing
Coming soon

Latent Class Analysis

What hidden segments exist in categorical responses? Model-based clustering for survey and choice data.

One row per person or thing
Coming soon

Model Comparison Scorecard

Fit several classifiers/regressors on one dataset, compare honestly (CV, metrics, stability).

One row per person or thing
Coming soon

Ordinal Regression — Rating Drivers

What drives a 1-to-5 rating outcome? Proportional-odds models for ordered outcomes instead of pretending they are continuous.

One row per person or thing
Coming soon

Quantile Regression — Drivers of the Tails

What drives the WORST and BEST cases, not the average? Regression at chosen quantiles of the outcome.

One row per person or thing
Coming soon

Survey Weighting & Post-Stratification

Does my sample look like my population? Compute and apply post-stratification weights, compare weighted vs raw estimates.

One row per person or thing
Coming soon

Uplift Modeling — Who to Target

Heterogeneous treatment effects; persuadables vs sure-things.

One row per person or thing