Default Flashcards

1
Q

Goal of Lean Six-Sgma

A

Design products and processes that do what they are supposed to do with very high reliability.
To remove variability from upstream operations that are inputs to a process in order to yield defect free outputs.

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2
Q

What is Six-Sigma?

A

Reduction of defects through variability reduction

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3
Q

What is Lean?

A

To reduce the waste associated with the flow of material and information

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4
Q

Examples of Lean-only Tools?

A

Setup reduction
Pull scheduling
Continuous flow

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5
Q

What are CTQCs?

A

Customer requirements are analysed and expressed as Critical to Quality Characteristics ie. the process outputs that really drive customer satisfaction.

Need —> Drivers —> CTQs

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6
Q

What are the benefits of lean six sigma?

A
Reduced cost
Increased market share
Improved customer satisfaction
Faster time to market
Increased revenue and profits
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7
Q

Examples of Six-Sigma-only Tools?

A

Design of Experiments

Statistical hypothesis testing

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8
Q

Examples of Lean and Six-Sigma Tools?

A
Error proofing
Metrics
Fishbone diagram
Project management
Run chart/spc chart
Planning matricies
Pareto charts/TPM
Scientific method
Process mapping
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9
Q

What is the D in DMAIC?

A

Define the problem, improvement activity, opportunity for improvement, the project goals, and customer (internal and external) requirements.

Project charter to define the focus, scope, direction, and motivation for the improvement team

Voice of the customer to understand feedback from current and future customers indicating offerings that satisfy, delight, and dissatisfy them

Value stream map to provide an overview of an entire process, starting and finishing at the customer, and analyzing what is required to meet customer needs

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10
Q

What is the M in DMAIC?

A

Measure process performance.

Process map for recording the activities performed as part of a process

Check for process stability

Capability analysis to assess the ability of a process to meet specifications

Pareto chart to analyze the frequency of problems or causes

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11
Q

What is the A in DMAIC?

A

Analyze the process to determine root causes of variation and poor performance (defects).

Root cause analysis (RCA) to uncover causes

Failure mode and effects analysis (FMEA) for identifying possible product, service, and process failures

Multi-vari chart to detect different types of variation within a process

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12
Q

What is the I in DMAIC?

A

Improve process performance by addressing and eliminating the root causes.

Design of experiments (DOE) to solve problems from complex processes or systems where there are many factors influencing the outcome and where it is impossible to isolate one factor or variable from the others

Kaizen event to introduce rapid change by focusing on a narrow project and using the ideas and motivation of the people who do the work

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13
Q

What is the C in DMAIC?

A

Control the improved process and future process performance.

Quality control plan to document what is needed to keep an improved process at its current level

Statistical process control (SPC) for monitoring process behavior

5S to create a workplace suited for visual control

Mistake proofing (poka-yoke) to make errors impossible or immediately detectable

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14
Q

DMAIC vs DMADV?

A

Define, Measure, Analyze, Design, and Verify (DMADV) is a data-driven quality strategy that focuses on the development of new products or services compared to existing ones. The DMADV method or approach is often used when implementing new strategies because of its basis in data, its ability to identify success early, and its method, which requires thorough analysis. Like DMAIC, it is an integral part of a Six Sigma quality initiative.

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15
Q

What is D (2nd one) in DMADV?

A

This stage of DMADV includes both a detailed and high level design for the selected alternative. The elements of the design are prioritized and from there a high level design is developed. Once this step is complete, a more detailed model will be prototyped in order to identify where errors may occur and to make necessary modifications.

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16
Q

What is V in DMADV?

A

Verify

In the final phase, the team validates that the design is acceptable to all stakeholders. Will the design be effective in the real world? Several pilot and production runs will be necessary to ensure that the quality is the highest possible. Here, expectations will be confirmed, deployment will be expanded and all lessons learned will be documented. The Verify step also includes a plan to transition the product or service to a routine operation and to ensure that this change is sustainable.

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17
Q

What are the 5 principles of lean?

A
  • Identify Customers and Specify Value
  • Identify and Map the Value Stream
  • Create Flow by Eliminating Waste and Achieving a Lot Size of One
  • Respond to Customer Pull (where possible)
  • Pursue Perfection ie. keep repeating the above steps. Other tools employed in achieving perfection include Kaizen, error proofing, Total Productive Maintenance (TPM) and standardised work.
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18
Q

What is a value stream?

A

The complete sequence of activities an organisation performs in order to produce and deliver its end product or service. It encompasses suppliers, internal processes, customers and end users

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19
Q

What is a value stream map and what is it compromised of?

A

Graphical representation of the series of activities the organisation follows in producing and delivering its end product or service. It shows the flow of information and material and the occurrence of actions using easy to understand symbols. It is composed of three parts:

  • The flow of material and information from production by suppliers to delivery to customers
  • The transformation of the material and information into finished products or services
  • The flow of information that supports the first two parts.

When value stream mapping, map the current state map to see the flow of material and information and to identify sources of waste. Then map the future state map as this forms the basis of your lean improvement implementation plan and identifies the specific areas and magnitude of improvement required.

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20
Q

What is flow?

A

Flow in the process is achieved when the product or service being created progresses through a series of value-added steps without delays defects or non-value-added operations. This means that the product or service moves from the point of production to the point of consumption as quickly as possible. Where there is flow with no waste in the process it is called continuous flow

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21
Q

What are the 8 wastes?

A

TIM P WOOD
Transportation (unnecessary conveyance)InventoryMotionPeople UnderutilizationWaiting (delays)Over processing (doing extra steps)Overproduction (doing work not requested)Defects (includes rework/repair rime to correct mistakes)

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22
Q

Why 6 sigma (instead of 7, 8 etc)?

A

3.4 defects per million, beyond that you get diminishing returns (a lot of effort for little gain). Most industries are around 3 sigma instead.

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23
Q

What is COPQ?

A

Cost of Poor Quality (COPQ) is the cost caused through producing defects.

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24
Q

What is the definition of DPMO or DPPM?

A

DPMO is Defects Per Million Opportunities and DPPM is Defective Parts Per Million

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25
Q

What is Pareto Principle?

A

The Pareto principle (or the 80/20 Rule) states that, for many events, roughly 80% of the effects come from 20% of the causes

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26
Q

Name the different kinds of variations used in Six Sigma?

A

The different kinds of variation are — mean, median, range and mode.

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27
Q

Who forms the part of Six Sigma implementation team?

A
  1. Executive leaders
  2. Champions
  3. Master black belt
  4. Black belts
  5. Green belts

Executive leaders: The decision of to six sigma is taken by the main team – Executive Leaders. They promote the six sigma throughout the enterprise and ensure the commitment of the enterprise in six sigma. The executive leaders are mainly CEO, or some of the board of directors. The six sigma initiative is funded by Executive leaders. The executive leaders should be confident and determine that six sigma will improve organization process and it is succeeded.

Champions: Champions are normally the senior manager of the enterprise. He promotes six sigma mainly among the users of the business. He acts as a coach, mentor, selects projects, decides the objectives, allocates the resources and removes hurdles from black belt players. The champions fight for removing black belt hurdles.

Master Black-Belt: This role highly demands the technical capability in six sigma. All organizations are not started with six sigma and will not have the same. Normally outsiders are recruited for it. The key role of Master Black-belt is train, mentor and guide. He supports the executive leaders in candidate’s selection; teach the fundamentals and train resources and right project for resources.

Black-Belt: Black-belt always leads a selected project team for show casing six sigma. Their responsibilities include finding out the variations and looking after minimizing the variations. Black belt normally selects the projects, train resources, and they are the real implementers of the project. They are the core resources to six sigma as the actual implementation of six sigma is done by black belt, in the enterprise.

Green Belt: The green belt resources supports black belt in the functionality areas. They are part time resources who work mainly on projects for six sigma implementation. The six sigma methodologies for solving problems are applied by green belt and help for defining the basic six sigma implementation of the enterprise. The too support black belt in implementing six sigma in the enterprise.

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28
Q

Can you explain the concept of fish bone/ Ishikawa diagram?

A

This cause analysis tool is considered one of the seven basic quality tools. The fishbone diagram identifies many possible causes for an effect or problem. It can be used to structure a brainstorming session. It immediately sorts ideas into useful categories.

Methods
Machines (equipment)
People (manpower)
Materials
Measurement
Environment
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29
Q

What are the 7 basic quality tools for process improvement?

A

Cause-and-effect diagram (also called Ishikawa or fishbone diagrams): Identifies many possible causes for an effect or problem and sorts ideas into useful categories.

Check sheet: A structured, prepared form for collecting and analyzing data; a generic tool that can be adapted for a wide variety of purposes.

Control chart: Graph used to study how a process changes over time. Comparing current data to historical control limits leads to conclusions about whether the process variation is consistent (in control) or is unpredictable (out of control, affected by special causes of variation).

Histogram: The most commonly used graph for showing frequency distributions, or how often each different value in a set of data occurs.

Pareto chart: A bar graph that shows which factors are more significant.

Scatter diagram: Graphs pairs of numerical data, one variable on each axis, to look for a relationship.

Stratification: The process of dividing a process into subgroups (strata) based on inherent characteristics such as: age group, ethnicity, occupation etc in order to obtain a representative sample for analysis (some lists replace stratification with flowchart or run chart).

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30
Q

What is load testing?

A

It is the process of putting demand on a software system or computing device and measuring its process

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31
Q

What is the difference between Cpk and Ppk?

A

Cpk is process capability index, which measures how close a process is running to its specification limits, relative to the natural variability of the process and Ppk is process performance index, which verifies if the sample that have been generated from the process is capable of meeting Customer CTQs (requirements).

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32
Q

What is Cp vs Cpk?

A

Cp and Cpk measure how consistent you are to around your average performance.

The ‘k’ stands for ‘centralizing factor.’ The index takes into consideration the fact that your data is maybe not centered.

Cpk tells us what a process is capable of doing in future, assuming it remains in a state of statistical control.

Cp assumes the process is centered (i.e. what the ideal can be).

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33
Q

Can you explain standard deviation?

A

measure of the amount of variation or dispersion of a set of values. A low standard deviation indicates that the values tend to be close to the mean (also called the expected value) of the set, while a high standard deviation indicates that the values are spread out over a wider range.

34
Q

What is the 1.5 sigma shift?

A

The 1.5 sigma shift adjustment takes into account what happens to every process over many cycles of manufacturing.

35
Q

What is Regression? When is it used?

A

Regression Analysis is a technique used to define relationship between an output variable and a set of input variables.

There are several types of regression like Simple Linear Regression, Multiple Linear Regression, Curvilinear Regression, Logit Regression and Probit Regression etc., which caters to a variety of requirements based on the type of underlying data.

36
Q

What is the difference between defect and defective?

A

A defect is any non-conformance of the unit of product with the specified requirements. A defective is a unit of product which contains one or more defects.

37
Q

What is the difference between Process Report and Product Report?

A

Process Report is used with continuous data that follow a bell curve distribution, while Product Report applies to discrete data and therefore can be used for all type of distributions.

38
Q

Explain FMEA

A

Failure Mode Effects Analysis (FMEA) is a tool to quantify and prioritize risk within a Six Sigma process, product, or system.

Uses Severity, Occurrence, Detection to get RPM.

FMEA is a qualitative and systematic tool, usually created within a spreadsheet, to help practitioners anticipate what might go wrong with a product or process.

39
Q

What are X bar and R charts?

A

They are a set of two charts, which is the most commonly used statistical process control procedure used to monitor process behavior and outcome over time.

40
Q

Explain Flow charting and brain storming?

A

A flowchart is a diagram displaying the sequential steps of an event, process, or workflow. Brainstorming is a technique used to quickly generate creative or original ideas on or about a process, problem, product, or service.

41
Q

What is SIPOC?

A

SIPOC is acronym for Supplies, Inputs, Process, Outputs and Customers. It is a tool that uses information from these five segment and creates a process map, providing a high-level overview of a Six Sigma project. Many organizations these days use the opposite acronym COPIS, putting customers first and explaining the value of a customer to the organization.

42
Q

What is DFSS in a Six Sigma process?

A

DFSS is the acronym for Define for Six Sigma. It is a process improvement system that involves designing or redesigning a service or a product as per Six Sigma quality standards.

43
Q

Explain ARMI or RASI.

A

ARMI is an abbreviation for Approver, Resource, Member and Interested Party. It is a project management tool to identify the personnel involved in a project and their key responsibility areas.

44
Q

What is a data collection plan?

A

A data collection plan is used to collect all the important data in a system. It covers –

Type of data that needs to be collected or gathered
Different data sources for analyzing a data set

45
Q

What is MSA?

A

The full form of MSA is Measurement System Analysis. MSA is used to check if a measurement system is accurate. It evaluates a system’s accuracy, precision and stability.

46
Q

What do you know about Top-down approach in six sigma?

A

It is a process in Six Sigma implementation, which is in line with the business strategy and consumer requirements, and paves way for common understanding and nomenclature. On the other hand, the major disadvantage of this process is that it has a very broad scope, thus is difficult to be executed within a stipulated time.

47
Q

What is VSM?

A

It is the acronym of Value Stream Mapping. This methodology is used to eliminate wastes from a process and map the flow of information required to deliver a product or service.

48
Q

What is an affinity diagram?

A

An Affinity Diagram is an analytical tool used to cluster or organize ideas into subgroups. These ideas are mostly generating from discussions or brainstorming sessions and used in analyzing complex issues.

49
Q

Explain the difference between a Histogram and a Boxplot.

A

A histogram graphical represents the frequency distribution of numeric data, while a Boxplot summarizes the important aspects of continuous data distribution including outliers.

50
Q

So how does the cost of six sigma implementation is estimated by the organizations?

A

Well, the cost of six sigma implementation is estimated by the organization in different ways and few of the popular ones are listed below:

  1. The cost associated with six sigma implementation can be paid out from the direct payroll of the company and identify the individuals who were involved in this process full time and paid accordingly
  2. This is an indirect payroll policy where the individuals are identified and payout based on the activities like data gathering, measurements, and discussions with the product owners etc.
  3. This is purely a consultative approach, where the consultants will be paid based on the number of hours they have to spend to train and mentor the team
  4. This is completely a different approach towards six sigma process. The payout can happen based on the process improvisation.
51
Q

Describe the Quality levels of Six Sigma.

A

It is a method, where a set of tools is used to measure process quality. It signifies how well the business process is monitored. Each sigma level corresponds to a number of acceptable defects per million. The optimum sigma level is attained when business process accuracy goes to 3.4 defects per million opportunities. The list below highlights the admissible no of defects per million in correspondence to each sigma level:

1 – 690,000

2 – 3,08,537

3 – 66, 807

4 – 6, 210

5 – 233

6 – 3.4

52
Q

Explain the Difference between Load Testing and Performance Testing.

A

Load testing tests a program or an application on its capacity to handle a certain limit, where the load limit is beyond the client’s requirement. Performance testing is used to test the responsiveness and stability of a particular program or system under a certain workload. Thus, it is inclusive of load testing and stress testing.

53
Q

What are thought process maps?

A

Graphical method to caption present the complex critical thought processes used to solve the problem or achieve a defined goal. It is a method to organise the project and document the wise behind all of the actions. The process is summarised by three steps:

1) Ask - The right question at the right time
2) Act - Using the right tool at the right time
3) Answer - Using the right tool correctly to answer the right question

54
Q

What are surveys?

A

Surveys are a method of drawing broad conclusions about populations by collecting a sample of information from a smaller group of individuals. They can include phone interviews, emails surveys, and in-person interviews

55
Q

What are the three key elements for the six sigma process improvement?

A

The 3 key elements for the six sigma process improvement are customer, process, and employees.

56
Q

What are the three steps for Root cause analysis?

A

The Open step: In this step, all the team members gather together and do a brainstorming session on all possible scenarios.

The Narrow step: They narrow down all the possible explanations and scenarios are to an extent considering the current performance.

The close step: The project team validates all the narrowed down explanations for the current performance.

57
Q

What is a balanced scorecard?

A

Communicates strategic plan of an organisation by showing the cause and effect relationship of strategic objectives (called a strategy map) across four perspectives:

people
processes
customer
financial

Achievement on a particular objective is based on one to two measures and related targets and project initiatives are established to drive an achievement of an objective. The matrix of objectives, measures, targets and initiatives is called a score card. Together, the strategy map and the scorecard form the balanced scorecard.

58
Q

How would you set priority amongst projects?

A
Use a project prioritisation calculator and multiply the ratings against several factors such as:
importance to customer
cost to implement
likelihood of success
cost reduction
positive impact on other processes
59
Q

What does the project charter include?

A

The purpose of a project charter is to define the focus, scope, direction, and motivation for a team. The project champion typically creates the preliminary charter with the team leader. The project team reviews the draft and provides input for the champion’s final approval.

Key components of a project charter include:
Business case – financial impact, why important, why now
Problem statement
Project scope – what are the boundaries, or what is in scope and what is out of scope
Goal statement or success measures
Roles of team members
Milestones and deliverables – what needs to be accomplished and delivered by when
The project charter can be, and often is, modified through the analyze phase of an improvement project. After the analyze phase is complete, no further changes should occur.

60
Q

What is the critical path on a Gantt chart?

A

The longest series of linked tasks that must be completed before the last task. Any delay in the critical path will impact the timing of the final task.

61
Q

What are the 4 phases of forming a team?

A

Forming
Storming
Norming
Performing

Forming: members learn how to deal with one another

Storming: swirling change, individual emotion and group conflict; the team formally clarifies its goals, determines individual roles, identifies barriers, forges relationships and determines the necessary infrastructure support mechanism,

Norming: teams continue to resolve issues generated in the storming phase and reach consensus on the team’s future state becoming more productive

Performing: as teams mature they enter the most productive phase of team development -

62
Q

What is the kubler-ross change curve?

A
Shock
Denial
Frustration
Depression
Experiment
Decision
Integration
63
Q

What is the Voice of the Customer process?

A
Identify - segment and target
Gather - active and passive information
Sort - affinity diagram
Develop - CTQC tree
Translate - develop specifications
64
Q

What is a sampling frame?

A

It defines the group of individuals that will be sampled. If the frame excludes certain groups of individuals, sample error will be introduced. For greatest accuracy, the survey frame should be drawn to provide a fully representative sample.

65
Q

What is margin of error? What are the types?

A

Term commonly used to convey the degree of uncertainty about the results of a sample survey in order to draw conclusions about the populations from which it was taken.

The two types of errors are non-sampling error, which arises when people don’t understand questions, decline to participate or do not tell the truth.

Sampling error is a function of sample size, variability of the population and to a lesser extent the size of the population. For a given population variability, the greater the sample size the lower the sampling error (subject to diminishing return).

66
Q

What is an operational definition?

A

A clear, unambiguous, observable and measurable standard of acceptance for each Critical to Quality Characteristic.

67
Q

What is QFD?

A

Quality Function Deployment. Structured approach to defining customer needs or requirements and translating them into specific plans to produce products to meet those needs.
The matrices are used to translate higher level “whats” or needs into lower levels “hows” - product requirements or technical characteristics to satisfy these needs.

68
Q

What is gemba?

A

Japanese term meaning to go observe what is happening in the actual place where value is created, engage the people who do the work, and ask questions to understand. “Go see, ask why, show respect”

69
Q

What are the common types of process maps?

A

SIPOC - identifies suppliers, inputs, outputs and customers

Flow Chart - show decision points and if/then logic
Deployment Flow Chart (Swimlane Chart) - identifies functional responsibilities

Value added flow chart - separates value added from non value added operations (identifies waste)

Spaghetti diagram - shows physical flow of material and/or information, thus illustrating physical complexity, distance travelled and cycle time

Value stream map - identifies physical flow of materials and information, quantifies inventory levels, process characteristics and control mechanisms

System diagram - focussed on systemic cause and effects, shows reinforcing and balancing forces along with unintended consequences

70
Q

What is takt time?

A

Refers specifically to the pace of customer demand - is the time required to produce one unit if production is matched to customer demand. It is calculated by dividing the total available process time by the total quantity required by the customer

71
Q
What is:
population
sample
random sample
parameter
statistic
A

Population: entire process output or collection of objects about which we wish to draw a conclusion

Sample: a subset chosen to represent the population

Random sample: sample drawn such that every member of the population has an equal chance of being select

Parameter: quantity associated with the population, designated by greek and capital roman letters. E.g. P (proportion), mu (average), sigma (std. dev.)

Statistic: quantity calculated from the sample, designated by lower case roman letters. E.g. p (proportion), y-bar (average), s (std. dev.)

72
Q

What are descriptive and inferential statistics?

A

Descriptive statistic aim to describe and summarise the important features of a population or process e.g.
graphical - pie, bar, line, histogram, scatter
numerical - proportion, mean, median, mode, range, variance, standard deviation, correlation, skewness

Inferential statistics uses sampled data to make comparisons among, or draw inferences about the effects of different solutions or treatments on the overall population e.g. regression analysis (simple/multiple), hypothesis testing, confidence interval, design of experiments, data modelling and response surface analysis.

Control charts are examples of both as they observe the process over time to establish stability (describe) and signal the effect of special cause as soon as the process displays instability (inference)

73
Q

What is the difference between discrete and continuous data? What are the types of discrete data?

A

Discrete representation of categories or attributes

Continuous is derived from the scale of continuum, that is infinitely divisible

Discrete types:
Nominal: groups are labels and have no order, e.g. colours of a car, pass or fail

Ordinal: groups are a logical order, e.g. small/med/large and education level

Counts: number of items or events

74
Q

What is central tendency?

A

A single value that attempts to describe a set of data by identifying the central position within that set of data e.g. mean, median, mode

75
Q

How do you quantify process variability?

A

To understand how dispersed the process is we use range, variance and std. deviation

76
Q

What is the central limit theorem?

A

As the sample size increases the distribution of the sample mean tends towards the normal, irrespective of the shape of the original (parent) population

77
Q

What are the percentage values associated with each sigma level

A

+-1 - 68%
+-2 - 95%
+-3 - 99.7%

78
Q

How do you test for normality?

A

1) Create a histogram and overlay a normal distribution curve
2) Use a normal probability plot which plots cumulative % or proportion on the y-axis and observation values on the x-axis. A normal distribution is a straight diagonal line.

79
Q

What is MSA?

A

Measurement system analysis is a process to determine whether a measurement system is capable of providing information which is reliable enough to base decisions based on its output. This is done by quantifying its accuracy, precision and stability.

80
Q

What are the ways in which a measurement system can be characterised?

A

Location (Average measurement value vs actual value):

Stability refers to the capacity of a measurement system to produce the same values over time when measuring the same sample. i.e. the absence of “Special Cause Variation” leaving only “Common Cause Variation”

Bias (accuracy) is a measure of the distance between the average value of the measurements and the “True” or “Actual” value of the sample or part.

Linearity is a measure of the consistency of bias over the range of the measurement device

Variation (spread of measurement values - precision):

repeatability assesses whether the same appraiser can measure the same part/sample multiple times with the same measurement device and get the same value

Reproducibility asses whether different appraisers can measure the same part/sample with the same measurement device and get the same value

81
Q

What are the requirements for a capable measurement system?

A

Statistical stability over time
Variability small compared to process variability
Variability small compared to specification limit(tolerance)
Resolution or discrimination of the measurement device must be small relative to the smaller of either the specification tolerance or the process spread

82
Q

List the steps for MSA

A

Prepare: number of appraisers, parts, repeats, clear process/procedure and measurement device resolution

Stability: select part from middle of process spread, measure master over 20 periods, plot on x-bar and r chart

Bias: from x-bar and r chart subtract reference from x-bar to yield bias. High value can be due to: appraisers not following the procedure, error in measuring reference value, instability in the measurement e.g. device could be wearing or calibration could be drifting

Linearity: 5 parts that represent operating range of measurement device, get reference value for parts, single operator measures parts, do linearity plot