Tool 190: Stratification


AKA

Multiple Line Graph

Classification

Analyzing/Trending (AT)

Tool description

The stratification method stratifies (separates) an existing set of data into sub-groups to determine what effect each subgroup of data has on an abnormal pattern or condition. Stratification helps in isolating and unmasking the real cause of a problem.

Typical application

  • To isolate abnormalities among data sets.

  • To break down and analyze abnormal distributions.

  • To verify the effects of subgroups to identify casue(s).

  • To identify root causes of total variation.

  • To analyze data to discover improvement opportunities.

Problem-solving phase

Select and define problem or opportunity

Identify and analyze causes or potential change

Develop and plan possible solutions or change

Implement and evaluate solution or change

Measure and report solution or change results

Recognize and reward team efforts

Typically used by

1

Research/statistics

Creativity/innovation

5

Engineering

2

Project management

3

Manufacturing

6

Marketing/sales

Administration/documentation

4

Servicing/support

7

Customer/quality metrics

Change management

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links to other tools

before

  • Line Chart

  • Frequency Distribution (FD)

  • Data Collection Strategy

  • Checksheet

  • Observation

after

  • Variance Analysis

  • Problem Specification

  • Potential Problem Analysis (PPA)

  • Trend Analysis

  • Stratum Chart

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Notes and key points

  • Encode and designate all subgroups plotted. Preferably add the "total group" graph for instant comparisons. Apply the 3:4 ratio graph construction rule.

Step-by-step procedure

  • STEP 1 Collect and verify data to be plotted. See example Shipping Errors over 8 Weeks.

    Wk1

    2

    3

    4

    5

    6

    7

    8


    Company Total:

    40

    32

    30

    34

    41

    29

    39

    27

    Workshift A

    28

    20

    21

    19

    33

    18

    22

    18

    Workshift B

    8

    7

    4

    8

    3

    6

    10

    4

    Workshift C

    4

    5

    5

    7

    5

    5

    7

    5

  • STEP 2 Construct a stratification chart. The height of the vertical axis should be 75 percent of the length (100 percent) of the horizontal axis (3:4 ratio rule).

  • STEP 3 Plot the data using the error totals for 8 weeks of all 3 workshifts. Also plot the company totals.

  • STEP 4 Encode plotted data, designate lines, and label axes. Date the stratification chart.

Example of tool application

click to expand




Six Sigma Tool Navigator(c) The Master Guide for Teams
Six Sigma Tool Navigator: The Master Guide for Teams
ISBN: 1563272954
EAN: 2147483647
Year: 2005
Pages: 326

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