Topic module

Data Collection and Basic Statistics

Measure-phase statistics drills test data types, operational definitions, sampling, descriptive statistics, normality, graphical analysis, and baseline metrics.

Long-form learning
Concept to Risk to Memory to Check-up

How to study for Six Sigma Green Belt

Use DMAIC as the map: define the problem and customer need, measure the process, analyze causes, improve the system, and control the gains.

Core concepts

Concept 1

Data Collection and Basic Statistics questions reward the answer that follows the official source, the professional role, and the stated facts.

Exam cue: Identify the candidate role, client or public risk, source rule, calculation, or process step being tested.

Concept 2

The strongest answer identifies the rule, safety concern, ethical duty, calculation, client factor, or process step before acting.

Exam cue: Check whether the fact pattern is using a national standard, jurisdiction rule, handbook policy, or scenario-specific instruction.

Concept 3

Eliminate answers that ignore requirements, skip documentation, overreach the role, or treat convenience as the standard.

Exam cue: Choose the compliant and professionally scoped answer before the convenient or familiar answer.

Risk pitfalls and guardrails

Treating related standards as interchangeable without checking the source.

Guardrail: Avoid answers that rely only on habit, ignore the stated source, skip safety or compliance steps, or choose convenience over the professional standard.

Skipping screening, documentation, authorization, sanitation, recordkeeping, or other required procedure.

Guardrail: Avoid answers that rely only on habit, ignore the stated source, skip safety or compliance steps, or choose convenience over the professional standard.

Choosing an answer that protects convenience instead of client safety, public protection, or the stated professional duty.

Guardrail: Avoid answers that rely only on habit, ignore the stated source, skip safety or compliance steps, or choose convenience over the professional standard.

Memory anchors

Operational Definition

An operational definition tells exactly how a measure is observed, counted, or calculated.

Continuous Data

Continuous data can take measured values on a scale, such as time, length, or cost.

Attribute Data

Attribute data classifies counts or categories such as defect or no defect.

Sampling Plan

A sampling plan defines what, when, where, how, and how much data to collect.

Mean

The mean is the arithmetic average and can be influenced by outliers.

Median

The median is the middle value and can be more robust to outliers.

Standard Deviation

Standard deviation describes spread around the mean.

Histogram

A histogram shows distribution shape, center, and spread.

Box Plot

A box plot shows median, quartiles, spread, and potential outliers.

Baseline

A baseline captures current process performance before improvement.

Checkpoint rule

Do the check-up only after you can summarize each concept in one sentence and identify one dangerous pitfall from memory.

Knowledge Check (after reading)

Short check-up to confirm understanding of this module.

Check-up Questions

1-2 question checkpoint

Cycle time measured in seconds is what type of data?

A defect category recorded as scratch, dent, or discoloration uses which measurement scale?

Answer all questions to submit.

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