six sigma session for production and project team by lt col vikram bakshi

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SIX SIGMA SESSION FOR PRODUCTION AND PROJECT TEAM ( COVERING BROADLY YELLOW & GREEN BELT TOPICS) BY LT COL ( RETD) VIKRAM BAKSHI (BLACK BELT)

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This training ppt was given to the team to bring in the lean culture in the new lean plan we have made.

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Page 1: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SIX SIGMA SESSION FOR PRODUCTION AND PROJECT TEAM

( COVERING BROADLY YELLOW & GREEN BELT TOPICS)

BYLT COL ( RETD) VIKRAM BAKSHI (BLACK BELT)

Page 2: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Topics• Introduction

– Quality tools and Six Sigma Mistaking Proofing

• Process Chart / CTQ /CTP/ DEFECT determination/DPMO/Sigma Calculations

• Six Sigma Methodologies & Tools– How to make a Flow Chart– Check Sheet of data collection– Cause and effect Diagram (Fish Bone)– Pareto Chart– Histogram– Scatter Diagram– Control Chart

• Value Stream Process• Failure Mode and Effect Analysis

• How YOU can use Six Sigma: DMAIC Process

Page 3: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

INTRODUCTION

Page 4: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

What do you mean by“Quality Control”

• Fitness for Use• The component are said

to be in good quality if they work well in the equipment for which they are meant to be

Give so much to customer as he values

• Grade/Quality Characteristics

• Appearance /performance life / reliability/taste/ odor/maintainability/time

• VOC

• Who is the customer> VOC> Quality characteristics> CTQs

Page 5: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

What are the KPI of any Organization

• Functional Targets

– Profitability– Sales Turn over– Market Share– Share Prices

• But Customer is Not Interested

• Quality> Product and Support Quality

• Cost• Delivery Schedule

Page 6: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Traditional Management• Time, cost, quality--

choose any two• QA function to

independently check up on and "control" production

• Remove and rework defective product through inspection P/F

• Cost of quality, optimal inspection and rejection

• Focus is on achieving Functional goal of Sales/ Design/ Purchase/ HR/ Production/ Logistics/ Accounts/ Administration

• VALUE IS TO THE ORGANIZATION

Page 7: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SIX SIGMA• FOCUS IS ON QCD

• VALUE IS TO CUSTOMER• ENSURES LONG RUN GOOD WILL AND LOYALTY

OF CUSTOMER

• ULTIMATE GOALIS ROCE

RETURN ON CAPITAL INVESTMENTS

• TOTAL SAVING FOR ANY BLACK BELT PROJECT IS 20

LAKHS PER ANNUM

• - It is a management methodology that helps organization to improve profitability

• Disciplined Data Collection and statistical analysis to achieve

– Reduce defects– Eliminate Wasteful practices– Delight internal and external

customer by fulfilling present and future needs

Page 8: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

CTP: What are the actions required to achieve the CTQ

• What does my customer need from our process

• How is our process performance from the customer perspective

• How does my customer measure my process

• How does my customer view my process

• What can we do better

• How would my customer like for our process to perform

• What is the measurement information to be captured? What is the metric?

• How is the information going to be collected? Does a form need tobe developed?

• Can it come from an existing source?

• When will it be collected? How granular does the team need to be?

• Is continuous information needed?

• Will a week-end or month-end number suffice (a point in time number versus continuous)?

Page 9: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Difference between QA and TQM/6 Sigma.

GMManagerStatus

Plan Do AuditCheck

Inspection Analysis

Function

PreventionAppraisalSystem

Before the Beginning

On LineArea of Action

All ProcessesProdnprocesses

SCOPE

TQM/SIX SIGMA

QAPHASE

Well defined Time linesNo time Line

Tech processes+ Business issues like cost /cycle times/ attrition rates/meeting delivery schedules

Tech processes

Profitability is mainNo Bottom line goal

Break through Improvement

Continual Improvement

Internal and ExternalChange triggered by internal customer

AllQuality circle is middle mgmt and tech personnel

6 SIGMATQM

Improvement firstDocumentation later

Documentation first Implementation later

TQM/TPS is the baseQA is base

Lead to Profit improvements

Leads to Certification

How to doWhat to doSIX SIGMAISO9000

Page 10: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Lean Tools and Approaches

Six Sigma and Lean concepts and methods are

often combined into Lean Six Sigma.

• Both are driven by customer requirements.

• Both try to eliminate waste, reduce costs, speed things up, and improve quality.

• Both focus on real dollar savings.

• Both rely on a systematic methodology.

Page 11: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

DMAIC Toolkit for Lean Six Sigma

Page 12: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

1212

DefineDefine the purposeAnd scope. CollectBackground info.•Charter•SIPOC•VOC•Affinity Diagram•CTQ Defined•Oper. Definitions•Pareto•Communication

Plan•Gantt Chart

MeasureUnderstand the Current process•Data Collection/Sampling Plan•Run Time/ControlCharts•Frequency Plots•Scatter Plots•Test for Normality•Transformations•Process Sigma•Flowcharts•Histograms

AnalyzeIdentify and confirmRoot Causes w/Data•Hypothesis tests•C&E Diagrams•Run/Control Charts•Histograms•Stratified Frequency

Plots•Regression •DOE•Validated Root

Cause List

ImprovePilot solutions, evaluate resulting data•Pugh Matrix•FMEA•New Paretos•New Process Sigma•Ideal Flowcharts•Pilot Studies•Commitment Scale•Tree Diagrams•Gantt Charts•Planning Grids•Affinity Diagram

ControlMaintain theGain, standardize•Standardization•Training•Control Plans•Run/Control Charts•Process Audits•Communication

Plans•Ownership

transition•Multiply

Solutions

PROCESS TOOLS

•Value Stream Mapping•Takt Time•Eight Wastes•Visual Factory•Error-Proofing•Workload Balancing•Change Control

•Autonomation•JIT•Visual Stds./Controls•Kanban•Standardization•5S•Future State

•Operational Analysis•Six Big Losses•OEE•SMED•TPM•One-Piece Flow•Kaizen

Lean

• Management Deployment System

•Vendor Scorecards•Real-time Dashboards•Simple Graphical

Analysis•Go to Gemba

ALL TOPICS OF LEAN AND SIX SIGMACAN BE COVERED IN FUTURE SESSIONS FOR IMPLEMENTATIONS

Page 13: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Extend learning Build POKA YOKEThink proactiely to build prevention in processes before things go wrong

First find root cause( Fish bone)Build POKA YOKA to prevent occurrence of root cause

Rectifying the mistake that has occurredDamage control

Preventive Action

Corrective Action

CORRECTION

Six sigma is all about building Prevention Processes

If processes does not allow mistakeNo need to inspect mistake

• How Do we achieve Prevention

• RCO > Reduced chance of Occurrence

• ( Pen Drive)

• ICD> Increase chance of detection

• (Car seat belt alarm)• (Railway signal)• (CCTV)

Page 14: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

The Six Sigma Evolutionary Timeline

1736: French mathematician Abraham de Moivre publishes an article introducing the normal curve.

1896: Italian sociologist Vilfredo Alfredo Pareto introduces the 80/20 rule and the Pareto distribution in Cours d’Economie Politique.

1924: Walter A. Shewhart introduces the control chart and the distinction of special vs. common cause variation as contributors to process problems.

1941: Alex Osborn, head of BBDO Advertising, fathers a widely-adopted set of rules for “brainstorming”.

1949: U. S. DOD issues Military Procedure MIL-P-1629, Procedures for Performing a Failure Mode Effects and Criticality Analysis.

1960: Kaoru Ishikawa introduces his now famous cause-and-effect diagram.

1818: Gauss uses the normal curve to explore the mathematics of error analysis for measurement, probability analysis, and hypothesis testing.

1970s: Dr. Noriaki Kano introduces his two-dimensional quality model and the three types of quality.

1986: Bill Smith, a senior engineer and scientist introduces the concept of Six Sigma at Motorola

1994: Larry Bossidy launches Six Sigma at Allied Signal.

1995: Jack Welch launches Six Sigma at GE.

Page 15: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Six Sigma Companies

Page 16: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Six Sigma and Financial Services

Page 17: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

How do Others Perform?

17

Defe

cts

per M

illio

n

1,000,000

100,000

10,000

1,000

100

12

IRS Tax Advice(phone in)

Doctor Prescription Writing

Airline Baggage Handling

Deaths caused by anesthesia during surgery

Domestic Airline Fatality Rate

Average Company

Best-in-Class

3 4 5 6 7

Sigma Scale of Measure

1% of Hospitalized Patients Injured by Negligence

Page 18: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Understanding Six Sigma

STATISTICALLYSix Sigma refers to a process that produces only 3.4 defects per million opportunities.

STATISTICALLYSix Sigma refers to a process that produces only 3.4 defects per million opportunities.

Sigma DPMO2 308,537

3 66,807

4 6,210

5 233

6 3.4

Most US Businesses

Goal

Business Strategy

An overall strategy that encompasses your organization’s quality philosophy. It sets the vision for achieving Six Sigma levels in key processes.

Tools And Tactics

A set of statistical tools and a disciplined methodology used by specially trained individuals to improve processes by reducing variation and defects. 18

Page 19: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

BASICS OF SIX SIGMA FOR BEGINNERS

Page 20: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

QUALITY GOAL OF SIX SIGMAAs defined by Motorloa Less than 3.4 defects per million opportunities for error

ie .00034 % ie and accuracy of 99.99966%

• VOC >CTQ to satisfy the customer satisfaction or requirements

• Define your Product /Service defects– Does not meet Customer (

Internal and external) specification or requirements

– Causes customer dissatisfaction

– Does not fulfil functional or physical requirements

• Define Your Product Unit– A unit is something that is

quantified by customer – Measurable and observable

output of your business process

• Define your product Opportunities of Error– Total Number of Chances per unit

to have a defect .– Each opportunity must be

independent o other opportunities

Page 21: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Customer Needs vs. Customer CTQ’s

• Customer needs are the data collected from customers that gives information about what they need or want from your process. Customer needs are often high level, vague, and non-specific

“I need a quick response!”“I need accurate information!”

• CTQ’s are customer needs translated into critical process requirements that are specific and measurable.

• A fully developed CTQ has three elements: Y metric, target, specification/tolerance limits 21

• CTQ– Stated Needs:

Specified by customer Policies/tender/LOI

– Unstated Needs:Are not specified (labor need legal

requirements)

• Expectations:Delighters of the customer

Page 22: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Getting to the CTQ’sTranslating a customer need into a fully developed CTQ

Quick Response

Time from inquiry to resolution (Y metric)

5 minutes or less (Target)

Not greater than 60 minutes

(specification / tolerance limit)

CTQ

Example:

22

Page 23: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Define – Customer RequirementsWhat are the CTQs? What motivates the

customer?

Voice of the CustomerVoice of the Customer Key Customer IssueKey Customer Issue Critical to QualityCritical to QualitySECONDARY RESEARCH

PRIMARY RESEARCH

SurveysSurveys

OTM

Market Data

Indu

stry

Int

elLi

sten

ing

Post

s

Industry Benchmarking

Focus Groups

Customer Service

Customer Correspondence

Obser-vations

Page 24: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Examples• Area: Call Center• Customer Complaint: I wait

consistently too long to speak to to an executive

• CTQ Name: Executive Responsiveness

• CTQ Measure: Time on Hold seconds) • CTQ Specification: Less than 60

seconds from call connection to automated response system

• Defect : Call with holds time equal and greater than 60 seconds

• Unit : Call• Opportunity : 1 per call• Sigma ?

• Area: Book Publisher• Customer Complaint: I cant stand

any typing error in books I purchase

• : Typograpghic Quality• CTQ name CTQ measure:

Number of typography mistakes• CTQ Specification: Zero

typographic mistakes

• Defect: Any typogrpahic mistake • Unit : Word• Opportunity: No of letter per word

Page 25: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

DPU AND DPMO• Take the data collected based on the data

collection plan, using an appropriate sample size.

• Calculate the number of defects in the sample based on the Operational Definitions.

• Define what an opportunity is. Be cautious in defining too many opportunities; this will artificially inflate the Sigma Level

• Suppose that a project is focused on a billing process. The team wants tohave correct bills sent to the customer. They have defined one opportunity for this process - either the bill is correct or not. All of the bills produced are the same in terms of complexity. The team took a sample of

250 bills and found 60 defects

• Calculate the Defects Per Million Opportunities using the following formula:

• DPMO = Defects x 1 Milliondivided by No of Units

processed at that review point x Opportunities for error in that unit

DPMO= 60 x1000000 divided by 250 x 1

=240 000

• Using a conversion table, the team found the Sigma Level to be about 2.2. They used this information to baseline the current process performance.

Page 26: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Use the table to convert DPMO into the SigmaLevel

Page 27: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Another example• A purchase order has 20

Opportunities for error. The person who enters the order makes one defect on an average. What is Sigma level for this process

• DPU= No of defects divided by No of units = 1 divided by1=1

• DPMO= DPU X 1000000 DIVIDED BY OPPORTUNITIES FOR ERROR IN THAT UNIT

• = 1X 1000000DIVIDED BY 20

= 50,000

SIGMA LEVEL= 3.1

Page 28: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

CALCULATION SIGMA LEVEL FOR THE ENTIRE ORGANIZATION

5 w/o POOrder 20Sales

SIGMA LEVEL

DPMODPUOpportunity for error

No of defects

No of units

Sub process

8 DELAYED 23HR

10 MISTAKES

GRN Bills25

Fin

25 MISTAKES

100Production

DPUOPPTOTAL

Page 29: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SPC• Capability Indices• Process capability is the ability of

the process to meet the requirements set for that process.

• One way to determine process capability is to calculate

• capability indices.

• Capability indices are used for continuous data and are

• unit less statistics or metrics.

• There are many capability indices but the two most commonly used are Cp and Cpk (or Pp and Ppk).

• Cp = USL – LSL divided by 6s

• Cp is the potential capability indicating how well a process could be if it were centered on target. This is not necessarily its actual performance because it does not consider the location of the process, only the spread.

• It doesn't take into account the closeness of the estimated process mean to the specification limits.

Page 30: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

DPU AND DPMO• Take the data collected based on the

data collection plan, using an appropriate sample size.

• Calculate the number of defects in the sample based on the Operational Definitions.

• Define what an opportunity is. Be cautious in defining too many opportunities; this will artificially inflate the Sigma Level

• Suppose that a project is focused on a billing process. The team wants to have correct bills sent to the customer. They have defined one opportunity for this process - either the bill is correct or not. All of the bills produced are the same in terms of complexity. The team took a sample of 250 bills and found 60 defects

• Calculate the Defects Per Million Opportunities using the following formula:

• DPMO = Defects x 1 Milliondivided by Units x

Opportunities

DPMO= 60 x1000000 divided by 250 x 1

=240 000

• Using a conversion table, the team found the Sigma Level to be about 2.2. They used this information to baseline the current process performance.

Page 31: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

PROCESS CAPABILITY• A control chart statistically determine upper and

lower limits either side of a process average . IN CONTROL

• Process width = UCL - LCLUCL= X bar + 3 sigmaLCL= Xbar – 3 Sigma

PW= 6 SIGMA

Specification Width is given by customer UCL AND LCL must remain within USL and LSL

= USL - LSL

Cp= SW divided by PW

= SW divided by 6 sigma

PROCESS IS SAID TO BE CAPABLE ONLY IF Cp > 1

Cpk and Control Charts Not being covered

• How do we calculate X bar Mean andsigma also called as standard deviation :WILL COVER LATER IN PPT IN HISTOGRAM PORTION

WILL COVER IN DETAIL IN NEXTSESSION INCLUDING Cpk

Page 32: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Is 99% Good ?

Page 33: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

99% AccuracyPractical Meaning of “99% Good”

• 20,000 lost articles of mail per hour

• Unsafe drinking water almost 15 minutes each day

• 5,000 incorrect surgical operations per week

• 2 short or long landings at most major airports each day

• 200,000 wrong drug prescriptions each year

• No electricity for almost 7 hours each month

99% Is NOT Good Enough Anymore

Page 34: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

6 – The Measurement99.0% = 3.85

99.9996% = 6

Is there really a big difference between 99.0% & 99.9996%?

Page 35: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

µ

σ

What’s in a name?• Sigma is the Greek letter representing the standard

deviation of a population of data.

• Sigma is a measureof variation(the data spread)

Page 36: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Facts• All work is a process• All processes have variation and waste• Variation causes defects waste causes loss• Processes can be improved by understanding

the nature of the variation and waste

Page 37: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

What does variation mean?• Variation means that a

process does not produce the same result (the “Y”)every time.

• Some variation will exist in all processes.

• Variation directly affects customer experiences.

Customers do Customers do notnot feel averagesfeel averages!!

-10

-5

0

5

10

15

20

Page 38: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Measuring Process PerformanceThe pizza delivery example. . .

• Customers want their pizza delivered fast!

• Guarantee = “30 minutes or less”

• What if we measured performance and found an average delivery time of 23.5 minutes?– On-time performance is great, right?– Our customers must be happy with us, right?

Page 39: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

How often are we delivering on time?Answer: Look at

the variation!

• Managing by the average doesn’t tell the whole story. The average and the variation together show what’s happening.

s

x

30 min. or less

0 10 20 30 40 50

Page 40: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Reduce Variation to Improve PerformanceHow many standard deviations can you

“fit” within customer

expectations?

• Sigma level measures how often we meet (or fail to meet) the requirement(s) of our customer(s).

s

x

30 min. or less

0 10 20 30 40 50

Page 41: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

41

Another Example

Roller Bearing Manufacturing

Diameter is a CTQ

(Critical To Quality Parameter)

Nominal diameter = 2.5mm

Minimum Spec = 2.25mm

Maximum Spec = 2.75mm

41

Page 42: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

42

Example (Cont.)

Nominal

Diameter

2.5 mm

No Less Than

2.25 mm

No More Than

2.75 mm

Lower Specification

Limit

Upper Specification

Limit

Customer is expecting 2.5 mm

But will allow some variation within the Spec range.

42

Page 43: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

43

Example (Cont.)

Manufactured Roller Bearing Diameter

Actual Micrometer Measurements

43

Page 44: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

44

Example (Cont.)

Manufactured Roller Bearing

Diameter

Variation ending up as a

defect

44

Page 45: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

45

Example (Cont.)

Let’s Look at Some Basic Statistics

Mean diameter = 2.50 mm

Standard Deviation = 0.125 mm

45

On Average it’s OK

It’s a Variation issue

Page 46: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

46

Example (Cont.)

Reducing Variation is Clearly the Key to Improving Process

Capability

246

Page 47: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

47

Example (Cont.)

Reducing Variation is Clearly the Key to Improving Process

Capability

347

Page 48: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

48

Example (Cont.)

Reducing Variation is Clearly the Key to Improving Process

Capability

448

Page 49: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

49

Example (Cont.)

Reducing Variation is Clearly the Key to Improving Process

Capability

549

Page 50: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

50

Example (Cont.)

Reducing Variation is Clearly the Key to Improving Process

Capability

650

Page 51: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

I think now we know what we mean by SIX SIGMALETS AGAIN REWIND

0.00034(80Times)

3.46

0.023(30 Times)

2305

0.62(10 Times)

62104

6.68(5 Times)

668003

30.8(2 Times)

3080002696900001

DefectCount in %

DPMOProcess capability (Sigma Level)

• The Objective of 6 Sigma is to achieve level of 3.4 defects or errors out of every million defect opportunities.

• This translates into 99.9997% perfection

• While everybody talks about customer satisfaction and world class quality, here we are transferring Quality into Quantifiable language

Six Sigma Approach focuses on:Customer needs

Data-driven improvementsThe inputs of the processAnd this results in:

Reducing or eliminating defects

Reducing process variationIncreasing process capability

Page 52: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Managing Up the Sigma Scale

3.40.00034%99.9997%62330.023%99.977%5

6,2100.62%99.38%466,8076.7%93.3%3308,53830.9%69.1%2691,46269.1%30.9%1DPMO% Bad% GoodSigma

Page 53: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Table Comparison of 99.9% Vs 99.9997%

Error Nos with99.9997 %Quality

Error Nos with 99.9 % QualityActivity/Operation

< 2 BAGS LOST IN A WEEK

60 bags lost in a dayHandling of 60,000 nos bagagages by airline in a day

< 1 wrong clearance

200 wrong clearance Clearance of 200,000 cheques in a week

<2 CRASHES500 Crashes 60

1 Mis delivery 300 mis deliveriesDelivery of 300,000 Letters

Page 54: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Six Sigma is. . .• A performance goal, representing 3.4

defects for every million opportunities to make one.

• A series of tools and methods used to improve or design products, processes, and/or services.

• A statistical measure indicating the number of standard deviations within customer expectations.

• A disciplined, fact-based approach to managing a business and its processes.

• A means to promote greater awareness of customer needs, performance measurement, and business improvement.

• Who is the Customer

• What are the Quality Characteristics required by him

• CTQ

• Actions required to achieve the CTQs

Page 55: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Examples of the Sigma ScaleIn a world at 3 sigma. . .

• There are 964 U.S. flight cancellations per day.

• The police make 7 false arrests every 4 minutes.

• In MA, 5,390 newborns are dropped each year.

• In one hour, 47,283 international long distance calls are accidentally disconnected.

In a world at 6 sigma. . .

• 1 U.S. flight is cancelled every 3 weeks.

• There are fewer than 4 false arrests per month.

• 1 newborn is dropped every 4 years in MA.

• It would take more than 2 years to see the same number of dropped international calls.

Page 56: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

PART THREE

ANYBODY FOR A SMOKE BREAK OR CONTINUE!

• Six Sigma Methodologies & Tools– How to make a Flow Chart– Check Sheet of data collection– Cause and effect Diagram (Fish Bone)– Pareto Chart– Histogram– Scatter Diagram– Control Chart

Page 57: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Process Maps

• Another important set of deliverables of the Define phase are process

• maps.

• The maps should be based on the actual state of the process, or "asis“ maps.

• They should not show the desired state at this point in the project.

Page 58: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

High Level Process MapsDevelop high level process maps to include next-level subprocess overviews, identify process linkages and gaps to ensure that the teams are aligned.Deliverables:

a. Sub Team Processes Mapped to Critical Steps

b. Team Leaders Met and Reviewed & Aligned Maps

Page 59: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SIPOC.• The first stage would be to create

a SIPOC. SIPOC stands for Suppliers, Inputs, Process, Outputs and Customers.

• The SIPOC is a very top-level view of the process to be improved.

• By starting the mapping process at this level, it allows the team to quickly develop a common understanding of the process to improve and the key customers and suppliers

• Establish a name for the process.

• Define the starting point and the ending point of the process to be improved. These should already be listed in the scope section of the team Charter.

• List the key outputs of the process. Usually, this list includes up to three or four main outputs even though the process may produce more.

• Define who receives those outputs, i.e. the customers. These customers may be internal (part of the business) or external.

• State the top-level process steps of the process. Keep the list to four to eight main steps. These steps do not contain any decision points or feedback loops.

• List the inputs to process. Stick with one to four main inputs.

• Define who supplies the inputs to the process.

Page 60: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SIRPORC

PROCESS OUTPUT CUTOMERREQUIREMENT

OFSUPPLIER

SOURCESUPPLIER

CUSTOMERREQUIREMENT

OF THEPROCESS

INPUTS

AREA OF PROCESSWHERE WE EXPECT TO FOCUSOUR INITIAL MEASUREMENTS

SUBPROCESS

Page 61: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SIPOC – Suppliers, Inputs, Process, Outputs, Customers

You obtain inputs from suppliers, add value through your process, and provide an output that meets or exceeds your customer's requirements.

Process Understanding

Page 62: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SHOP FLOOR EXAMPLE

Page 63: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

FLOW CHART• What people are presently doing/

internal and external interconnections

• Relation ship Map how various function and individual interface with each other

• Maps and Flow Chart to make work visible

• Identify alternative way

• Improvement opportunities

• Analysis tool

START/FINISH

ACTIVITY/OPERATION

DECISION STAGE

LINK TO NEXT ACTIVITY

A DOCUMENT OR DIAGRAM

Page 64: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

TOP DOWN MAP• However, the SIPOC is probably not

detailed enough to find opportunities for making the process better.

• More detailed mapping is required The next stage of mapping may be a top-down chart.

• The top-down chart takes the information from the SIPOC and adds a second level of information.

• For each step listed in the SIPOC, the team defines the associated sub-steps.

• There are still no feedback loops or decision points

• The steps for creating a top-down chart are:

Agree on the start point and end point for the process map.

These are already listed in the SIPOC.

• Identify four to eight major steps that describe the process from beginning to end.

List those steps horizontally across a flipchart page.

These are also taken from the SIPOC.

• Break each major step into three to seven sub-steps. List the substepsunder the corresponding major step.

Page 65: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

TOP DOWN SUB PROCESSAFTER WE MAKE SIPOC CHART

Review the map and make corrections as necessary. Rearrange steps, combine sub-steps, or Revise the descriptions of the major steps or sub-steps soAccurately describe the process. Agree on a presentation format for the process map.

FROM SIPOC PHASE MAKE YOUR FLOW CHART

Page 66: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

ANOHER EXAMPLE

Page 67: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

NEXT MAKE THEFUNCTIONAL DEPLOYMENT MAP

• The third stage of mapping is to create a more detailed "as-is" picture

• The functional deployment map displays the steps of a process in sequential order.

• The functional deployment process map also illustrates what function performs the process step.

Page 68: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

The steps for creating a functional deployment map are:

• Review the top-down chart with the team.

• List each of the process steps in sequential order in the first column.

• Use the horizontal axis across the top to show the location/ responsibility or department for each step performed.

• Depict individuals (by job title/position), specific locations, or work functions.

• Indicate the steps, activities, and decisions that make up the process under the associated functional column.

• Identify the sequential order in which the steps are actually performed.

• Use arrows to indicate the direction of the process flow

• Review the final map and correct as necessary.

Page 69: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

POSSIBLE PROCESS MAP OF SCM FACILITY

Page 70: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Annotating Process Maps

• After the map is complete, additional information can be added depending on the project goals.

• For instance, if the goal is to reduce cycle time,the time for each step may be added.

• If the goal is to reduce defects, yield information may be added. T

• This may help the team identify the areas on which to focus.

• However, this type of information may not be readily available and, often, after the data are collected in the Measure phase, the maps are updated

Page 71: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Process Map – should allow people unfamiliar with the process to understand the interaction of causes during the work-flow. Should outline Value Added (VA) steps and non-value add (NVA) steps.

Process Understanding

R e c e ip t / E x t r a c t

R e q u a l G r o u p

R e m it

D a t a C a p

I n v e n t o r y

S ta r t S iz e S o r t s C o n t r o l

D o c sO p e n P u l l & S o r t

V e r if y

P a s s 1

K e y f r o m im a g e B a la n c e

P a s s 2R u lr s

P e r f e c t io n

N o

P r e p c k s S h ip t o I P

F u l l F o r m Q C R e v ie w

S h ip t o C u s t

V o u c h O K

P r e p F o ld e r s /

B o x

Y e s

N o

V o u c h e rs

F u ll F o rm

C k / V o u c h

Y e s P r e p c k s , r o u t e v o u c h

Page 72: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Operations

HR / Recruit

Training

Start

Manually Update HR

Billet Request

Create Staff Billet

Review Staff Billet

Check off desired returnee

staff & "need to retrain"

list

Send Letters to desired

staff

Do they respond?

Call (3x)

No

Have we hired

enough?

Stop!

Yes

Rev original billet &

call uncheck

ed

Interview / pre-hire

Meet Fleet hiring

criteria

Stop!

No

Place into dept

Yes

show up orienta

tion

Call3X

No

To Floor

schedule for

training

Show up?

Call1X

No

Train

Pass?

Need OJT Re-Tng

No

HR sends req for staffing

nos.

Create daily peak staff need plan

Add 30% to the required

no.

What if the returnee is

already working here on another program? Currently

send the ltr anyways

Do they want to

work this peak?

Do they want to

stay on the list

No

Take off IPS

system

No

Set 14 month flag (on IPS?)

Yes

Yes

Add 40% to staff needed

Yes

New & Other People call in

Wait List

No Rank as "1 2 3"

New

Update IPS

Compare to original Billet rpt

Call employee(3x)

Can they make it?

Action Plan

No

To FloorYes

ReachYes

Update IPS

Gen rpt for Ops Kronos

Recruit

Gen Event Roster rpt in IPS

No

NoYes

OJTMake

it?

Yes

Yes

No

Yes

Hire in 1-2 order (3's are

not placed)

Notify HR

Need re-train

No Yes

Do they want to

work this peak?

Do they want to

stay on the list

No

Yes

Set 14 month flag (on IPS?)

Take off IPS

system

Have we hired

enough?

Call Wait List

NoYes

Stop!

Yes

No

No

Yes

Yes

Process Understanding

Page 73: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

QUICK WINS• Criteria for Good Quick Wins• After the mapping activity is done, the team should then use the

maps to assess if there are some obvious opportunities for Quick Wins.

• Quick Wins should be changes that are easy, fast, and cheap to implement, andthat fall within the team's responsibility.

• In addition, the team may want• to ensure that the changes are easy to reverse since these ideas

may not be validated with data.

Page 74: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SECOND TOOL: CHECK SHEET OF DATA COLLECTION

• How many times each value occurred

• Shows frequency of a particular defect and how often it occurs in a specific location

• Enables Operator to spot the problem

• Easily set the priorities•• Part with highest number of

defects carries highest priority for correction

IIII IIIIIPin Holes

IIIIICracks

IIITotal

IIIIIFiberes

IIIIIIIMold cracked

Total26Aug 2012

25Aug 2012

Defect item

Page 75: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

THIRD TOOL : PROCESS APPROACH AND PROCESS MODEL

• CONTROL BOUNDARY

Must Know what people are presently doing, where are the contributions in relation to customer internal and external

Relationship Map View Make work Visible Uncover non valued

added Improved opportunities Also used as Anlytcla tool

TransformationsCONTROL

Using resources and Mgmt Activities

INPUTX1X2

X3…Xn

OUTPUTY

To Identify potential breakdowns,rework loops and source of variation

in process

Page 76: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Fish Bone Diagram - A tool used to solve quality problems by brainstorming causes and logically organizing them by branches. Also called the Cause & Effect diagram and Ishikawa diagram

Provides tool for exploring cause / effect and 5 whys

FOURTH TOOL :CAUSE AND EFFECT DIAGRAM (FISH BONE)

Page 77: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Cause and Effect Matrix• The Cause and Effect Matrix gives weights to

each y indicating the importance of that y.• Man Material Money Machine Method

Environment

• Then, each x is rated in terms of its correlation to each y. Calculations are made based on the importance and Correlation, and higher scoring x's are the best candidates for data collection.

• Rate the degree to which the x affects or is correlated to each y.

• Use the following scale:– 0 - no effect or correlation– 1 - small effect or weak correlation– 3 - medium effect or medium correlation– 9 - strong effect or strong correlation.

• This scale ensures that the x data that the team thinks has the strongest effect on the y will stand out.

• Multiply each rating by the weight and sum across the row, putting the result in last column.

• The x's with the highest totals are the ones that the team should try to collect.

Page 78: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

ANOTHER EXAMPLE OF

Page 79: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

FIFTH TOOL :THE PARETO CHART

• Another powerful teaming tool is the Pareto chart. The Pareto chart is based on the Pareto principle.

• Pareto was an economist in the early 1900's who discovered that 80% of all the wealth was held by 20% of all the people.

• This became known as the 80/20 rule and it was found to be applicable to more than the economy.

• Eighty percent of the warehouse space is taken up by 20% of the part numbers. Eighty percent of the defects are caused by 20% of the defect types

• The Pareto chart is a bar chart. The height of the bars indicates the count, or frequency, of occurrence. The bars represent one grouping of the data,such as defect type.

• The idea motivating this chart is that 80% of the count will be due to 20% of the categories.

• The bars are arranged in descending order, therefore the dominant group can be determined and it will be the first bar on the left. This chart can be used in a variety of places in a Six

Page 80: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

PARETO CHART

• Pareto Mean 80:20• After data has been collected we draw

pareto to focus on the Vital few.

• The remaining factors are called Trival Many

• Reasons for Customer Dissatisfaction– Wrong Items: 17– Delivered Late: 4– Transit Damage: 8– Late Vehicle : 12– Late Installation: 3– Absentee of Engineer: 1– Others: 3………………….IN LAST– Failure of items: 2

– 17 divided by 50 x 100 = 34 so on

• We will draw a Pareto Chart• Arrange all data in descending order• Arrange data in percent with No of readings• Convert Data into Cumulative

3H9421G9242F8863E8284D74168C582412B343417A

Cumlative%Descending

Page 81: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

IDENTFYING VITAL FEW IN PARETO CHART 80:20

0102030405060708090

100

A to D areVital

CTP

Page 82: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

ANOTHER EXAMPLE

Page 83: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Step 2: Measure Step 2: Measure –– Pareto ToolPareto Tool

• MS Excel and QC Tools software used to construct graphs• Tool used to rank data by groups from the group that

contains the most data points to the group that contains the fewest data points.

• Look for a “large bar” or “young mountain”

Customer Service Requests Between Week 31 and Week 38 that Were Delivered Late

162

29 25

12 9 7 5 2

99.2%97.2%

94.4%90.8%

86.1%

76.1%

64.5%

0

50

100

150

200

250

DOCS LLR RS NFL O&E START QUESTION RS, DOCS

Request Type

# of

Req

uest

s

0

10

20

30

40

50

60

70

80

90

100

% o

f Tot

al

n = 251

ANOTHER EXAMPLE

Page 84: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SIXTH TOOL HISTOGRAM

• Displays frequency of distribution of continuous /variable data

51384

50232

53475

56556

58627

61689

66777

73826

81913

90961

Defect in PuneDefectIn Savli

No of Defective Boilers

CONSIDER A DATA OF DEFECTS

OCCURRED INPRODUCTION

IN SAVLI AND PUNE PLANTS•Total 50 Nos PRODUCT

in each location

HOW WILL YOU DETERMINEWHICH PLANT IS MORE CONSISTENT

WITH LESS RANGE IN DEFECTS

Page 85: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

FIRST CALCULATE INTERVAL FROM DATA

-DETERMINE TOTAL NUMBER OF PRODUCTS AND THEN SQUARE ROOT IE 50= 7 ROUNDING OFF-96 WHICH IS HIGHEST READING IS DIVIDED BY 7= 14-SO NOW WE HAVE INTERVEAL OF 14 EACH. -DETERMINE READINS AS PER INETRVAL OF BOTH PUNE AND SAVLI PLANTS

• 14 to 28> 2 of 23• 28 to 42> 5 of 38• 42 to 56> 5 of 47 and 6 of 55 =

11• 56 to 72> 7 of 62 and 9 of 68

=16 • 72 to 84> 7 of 77 and 6 of

82=13• 84 to 98> 3 of 91 and 1 of 96

= 4

• 14 to 28> 0• 28 to 42> 0• 42 to 56> 2 of 50, 4 of 51, 5

of 53, 6 of 56• = 17

• 56 to 72> 7 of 58, 9 of 61, 7 of 66 =23

• 72 to 84> 6 of 73, 3 of 81 =9• 84 to 98> 1 of 90

Page 86: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

PLOT NUMBER OF READINGS AS PER Y SCALE IN EACH INTERVAL OF 14ON X SCALE

WIDER THE BASE MORE THE VARIATION

AIM IS TO BRING BASE CLOSER TO MEAN

0

5

10

15

20

25

28 56 84

savliPune3-D Column 33-D Column 43-D Column 53-D Column 63-D Column 73-D Column 83-D Column 93-D Column 103-D Column 11

WIDER BASENARROW BASE

MEAN

Page 87: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

MEASURE OF CENTRAL TENDENCEY• AVERAGE MEAN: 64.18 & 61 • MEDIAN: MIDPOINT OF DISTRIBUTION OF

DATA : 68 & 61• MODE: RANGE WITH MAX OBSERVATION :

68 &61• RANGE: X max – X min = spread of

distribution . 73 & 40. Range is measure of Variation

• Another measure of Variation is Standard Deviation also known as Sigma or s + Square root of ( X –Xmean) ( X – X mean) / N

• Where X is X1 X2 X3…..• N is population size

• THIS DATA IS ALSO USED TO CALCLULATE Cp

• CONCLUSION

• A strong Central tendency ( Mean , Median, Mode are close to each other ) indicates less variation in process

• If bars are more spread it means range is higher or higher variation

Page 88: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Step 2: Measure Step 2: Measure –– Histogram ToolHistogram ToolCustomer Service Document Requests Between Week 31 and Week 38 that Were Delivered

Late

0

20

40

60

80

100

120

-1.55 0.55 2.65 4.75 6.85 8.95 11.05 13.15 15.25 17.35 19.45 21.55 23.65 25.75 27.85 29.95

# of hours to deliver request

# of

Req

uest

s

96

10

1 1 1 1

14

8 7 4

1

14

2

_x n = 162 (2 outilers of 79 and 64 hours not shown)

mean = 7.139std dev = 8.538

USL=0.5 hours

MS Excel and QC Tools software used to construct graph Fits data into a frequency distribution Can show upper and lower specification limits and denote data that falls outside those limits (the area on which the story should focus) Used for data breakdowns by hours, minutes, dollars, etc.

ANOTHER EXAMPLE OF HISTOGRAM

Page 89: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

OK BEFORE WE GO TO NEXT PARTLETS US AGAIN REWIND WHAT WE HAVE LEARNED

Page 90: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Part four

• Value Stream Process• Failure Mode and Effect Analysis

• AIM IS TO ADD VALUE TO THE PROCESS IF IT IS LENGTHY AND

TIRESOME

Page 91: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

REMEMBER THE PROCESS MAP

WHAT WE HAD MADE IN SIPOC AND FLOW CHART

NOW OUR NEXT AIM IS TO IMPROVE THE PROCESS CHART BY MAKING OUR SYSTEM A LEAN SIX SIGMA EFFICIENT AND QUICK

BUT BY REMOVING ALL NON VALUE ADDED STEPS AND PROCESS

IN A BUREAUCRATIC DECISION MAKING THAT DO NOT ADD VALUE BUT ONLY DELAY THE GOAL ACHIEVING

Page 92: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

FUNCTIONS FILL IN PROCESS STEPS AND DEPART MENT PERSONSIN SEQUENCE OF ACTIVITIES

SUBMITTER Fills

Page 93: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

NOW IDENTIFY IN YOUR SYSTEM PROCESS WHAT ARE THE CUSTOMER VALUE-ADDED ACTIVITIES

• Customer-value added has all the following characteristics:

• The customer recognizes the value.

• It changes the product or service toward something the customer

• expects.

• It is done right the first time.

• An operational-value added activity has all the following characteristics:

• It is required to sustain the workplace ability to perform customer value-added activities.

• It is required by contract or other laws and regulations.

• It is required for health, safety, environmental, or personnel development reasons.

• It is done right the first time.

• A non-value added activity is one that does not fit into the other two categories.

• Examples of non-value addedactivities are: proofreading, inspection and checking, logging information, checking calculations, reviewing and approving, moving and set-up, monitoring work, and rework.

• The team would focus on the non-value added activities to see if they could be eliminated or minimized.

• An important clarification is that a non-value added activity doesn't automatically make it an unnecessary activity

Page 94: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Example Value-Added Analysis

Page 95: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

IDENTFYING VALUE ADDITION ( TIME SPENT IN HOURS)

5Ship to customer

8Arrange Invoice

15Await Delivery clearance

20Implement Plan

5Customer Sign

5Refer plan for approval by senior

20Keep plan aside to attend another activity

10Prepare Execution plan

7Error corrected

5Checking by customer

15Understanding customer requirement

NEITHER BENIFTS CUSTOMER OR BUSINESSNVA

NOT REQUIRED BY CUSTOMERBVA

REQUIRED BY CUSTOMERRVA

ACTIVITY

Page 96: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

IMPROVING THE PROCESS MAPRVA: Real value adding activity to be optimized

BVA: Business value adding activity to be minimizedNVA:Non value Adding Activity to be eliminated

• Map will be Current Base line Map

• Reflect NVA/ removed/ appraisal/prevention for like failure modes

• Compare Maps and Identify actions to move to Should be Level

• Take action to improve processes to Should be

Level

Step 1Draw As is Map

Step 2Draw Should be Map

Compare Map

Improve ProcessVerify, Implement

ValidateMake control Plan

Page 97: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

ANOTHERPROCESS IMPROVEMENT TOOL

PFMEA• Capture defect in your shop that

customer does not catch in his operations

• Surfacing the problem early in production cycle will enable us to solve them wih minimum expenses and time

• Why perform a FMEA> To prevent design /process related problems during product launch /subsequent operations

• How> By attempting to surface problem early before they have a chance to occur

• Benfit> save time and resources

• Information to have before FMEA

• Customer requirements specifications• Engineering drawings• Warranty information and field failure • Previous FMEA• Process Flow Diagram• Process Capability data• Prototype TEST data• Defect failure information

• How customer will use end product• How customer may abuse the end

product

Page 98: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

FMEA WORK SHEETRevised RPN

Abuse by customerR

PN

Detection

Design verification

Occurence

Potential causes of failure mechnaism

significant

Critical

Severity

Potential effect in failure mode

What can go wrongPFM

Process

step

Flow chart the processDescribe process and functionList each potential failure mode

Describe effect of each type of failureRank severity of failure

Classify any special characteristicsList potential causes for each failure mode

Estimate likelihood of occurrenceList prevention/detection control

Rank detectionIdentify RPN

Page 99: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

IMPROVERevised RPN

Detectionoccurence

Severity

Action Actually Taken

Responsibility for completing action

RecommendedAction to improve RPN

List recommended actions to lower RPNList individual /depts for completing actions

List actual actions takenRe compute RPN after corrective actions

Page 100: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

CONTROL PLANAction plan if out of control condition occurs

Checked ByEquipment used

Control Imposed

RequirementsProcessstep

Repeat steps for all processes /sub processes/ parts

Develop a control plan and a contingency plan

Page 101: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

PART SIX

HOW WE CAN TAKE A PROJECTTO MAKE OUR ORGANIZATION A LEAN SIX

SIGMA

Page 102: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Six Sigma Method

Define Measure Analyze Improve Control

Who are the customers and what are their priorities?

How is the process performing and how is it measured?

What are the most important causes of the defects?

How do we remove the causes of the defects?

How can we maintain the improvements?

DMAIC: To improve any existing product or process

102

Page 103: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Six Sigma Tool Box

SIPOC

Best PracticesScatter PlotsSamplingReview Existing Data

PilotingCause & Effect Diagram

Data CollectionRun Charts, Time Series Chars, Time Value Charts, Pareto Charts

Set Up a Plan & Guidelines for Team

TrainDesign Changes

ANOVAStatistical Analysis

Project Charter as a Team

Multiple Regression

Defect ControlRoot Cause Analysis

Defect MetricsFlow charts

Performance Metrics

Tolerance Control

FMEACause & EffectProcess Flow Mapping

SPC ChartsModelingFishbone Diagrams

Value Stream Map

Benchmarking

ControlImproveAnalyzeMeasureDefine

Page 104: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

DEFINE PHASE• Define Phase: The goal of define phase is to define the

project scope by understanding background information about the process and its customers

• Tools used in define phase as voice of customer, project charter are used decide the scope of project and define boundaries of improvement effort.

• It also identifies key stakeholders, time lines, improvement priorities, and improvement targets at the beginning of project.

Page 105: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

TOOLS AND METHOD IN DEFINE STAGE

INTERIM CONTAINMENT ACTIONACTION PLAN FOR PROCESS STANDARDIZATION

SIPOC/SIRPOCDEVELOP HIGH LEVEL PROCESS MAP

PROBLEM STATEMENTGOAL STATEMENTBUSINESS NEED ADDRESSED SCOPECONSTRAINTSRESOURCESASSUMPTIONS GUDILINESTEAM COMPOSITIONPRELIN PROJECT MILESTONES

DEVELOP PROJECT CHARTER

VOCCTQ DEFINATION

DEFINE CUSTOMER REQUIREMNTS

STEPS/TOOLSDEFINE PHASE

VOC/ QFD/ KANO MODEL/ BENCHMARKING/ CTQ/ PROJECTCHARTER/ SIRPORC/DEFINE RESPONSIBILTY AUTH

Page 106: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

FINAL DEFINE STAGE RESULTS

• What are Customer driven CTQ and Process driven CTQ

• Sources of Existing Customer data

• Assessing Customer requirements and expectations

• Recall Vital few customer CTQ

• Analyze VOC and its impact on CTQ

• Translate Customer needs into CTQ

Page 107: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Measure OverviewWhat is the Measure phase?

The Measure phase defines the defects, establishes improvement goals, determines that the system of measuring defects is repeatable and reproducible and gathers data about the process.

Why is the Measure phase important?

The Measure phase ensures that you specifically define the defects you are going to measure and that your measurement system is accurate before you begin to actually measure the process.

107

Page 108: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Measure• The primary purpose of

the measurement phase is to answer the questions,

• "How are we doing?" and "How far do we have to go?“

• The team needs to establish a baseline of the current performance level.

• Deliverables from the Measure phase include:

• Collected data

• Selection of what measures to use

• Baseline of the "current state“

• Data collection plan

Page 109: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

• Develop operational definitions for each CTQ characteristic

• Figure out how to measure internal processes affecting each CTQ, KPOV (Key process output variables), KPIV (Input Vars)– Y = F(x)

• Figure out what data we need to collect– Easy to collect correctly– Interrupt process as little as possible– Collectors understand why collecting– “gage study” to determine the validity (repeatability and

reproducibility) of the measurement procedure for each CTQ• Baseline data

– Collect baseline capabilities for each CTQ– Determine the process capability for each CTQ

Page 110: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

TOOLS IN MEASURE STAGE

Check sheet and Data sheetCollect data and tabulate data

Cp Cpk DPMO /Sigma Level calculations

Calculate Process capability and Sigma base line

MSA/Gage R&RValidate measurements system

Questionnaires, sampling plansDevelop Data Collection Plan

Using Pareto, Correlation Analysis CT MatrixIdentify CTPs

Based on CTQ and process knowledge , Benchmarking

Define Defect,Opportunity, Unit, metric

Page 111: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

WHAT CAN BE MEASURED• Input Indicators - Measures that

evaluate the degree to which the inputs to a process (provided by suppliers) are consistent with what the process needs to efficiently and effectively convert inputs into customer satisfying outputs.

• Examples of input indicators– . # of customer inquires– . Type of customer inquires– . # of orders– . # of positions open– . Accuracy of the analysis– . Timeliness

• Output Indicators - Focus on the end result. Measures that evaluate dimensions of the output - may focus on the performance of the business as well as that associated with the delivery of products and services to customers.

• . Retention rates• . Total # done, sold, made, etc.• . On-time• . Complete

Page 112: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

WHAT ALL CAN BE MEASUREDAS GOOD AND DEFECTS

• Process Indicators - Focus turning opportunities into desired results. Measures that evaluate the efficiency, effectiveness and quality of the transformation processes (i.e., the steps and activities used to convert inputs into customer satisfying outputs.)

• Examples of process metrics include:– . Availability– . Time to do something, timeliness– . # of non-standard request– . Yield (first time through)– . # of exceptions (e.g., non standard approvals)– . Quality level (could also be an output metric)

Page 113: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

TIME METRICS• Lean process improvement teams often look at time metrics.

• Takt time - the unit-to-unit pace of production required to meet customer demand. This is the ideal pace for doing work. At this rate production and demand are in balance.

• Cycle time - the actual elapsed process time from the completion of one output unit to completion of the next unit. Cycle time for a process is the length of time for the longest step within the process.So if a four step process has three steps of two minutes each, and one step of five minutes. The cycle time is five minutes.

• Lead Time - the length of time from the beginning point of a process to the completion of a finished output (calculation varies depending on scope; it includes: queue, wait and move times).

• Time metrics can also include frequency, degree of impact, response time,

Page 114: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

RESULTS OF MEASURE STAGE• Do the metrics link to the team's improvement goals?

• Do the metrics have a balance of viewpoints (customer, supplier,process, productivity, quality, etc.)?

• Was a plan developed for collecting the information?

• Was a baseline established?

• Does the data collected look like it will provide the necessary information for analysis and decision making purposes?

• Are all significant process steps captured?

• Was the data validated for reasonableness by anyone outside of the team?

• Which metrics may be useful in sustaining improvement after implementation of the changes?

Page 115: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

50%% of revisions through database requests andproductionorders

100%Accuracy

BaseMetricGoalCategory

Page 116: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Measure – Failures and RisksWhere does our process fail and why?

Subjective opinion mapped into an “objective” risk profile number

Failure Modes and Effects Analysis (FMEA)

Process or Product Name: Prepared by: Page ____ of ____

Responsible: FMEA Date (Orig) ______________ (Rev) _____________

Process Step/Part Number Potential Failure Mode Potential Failure Effects

SEV Potential Causes

OCC Current Controls

DET

RPN

Actions Recommended Resp. Actions Taken

SEV

OCC

DET

RPN

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

0 0

Process/Product

X1X2

X4X3

etc

Page 117: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Six SigmaSix Sigma

Analyze – Potential Root CausesWhat affects our process?

y = f (xy = f (x11, x, x22, x, x33 . . . x. . . xnn))

Ishikawa Diagram (Fishbone)

Page 118: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Analyze – Validated Root CausesWhat are the key root causes?

OthersAmount

Late

41779 4.017.079.0

100.0 96.0 79.0

100

50

0

100

80

60

40

20

0

DefectCount

PercentCum %

Perc

ent

Cou

nt

Pareto Chart for Txfr Defects

Six SigmaSix Sigma

y = f (xy = f (x11, x, x22, x, x33 . . . x. . . xnn))Critical Xs

OtherClerical

Currency

2 31211.817.670.6

100.0 88.2 70.6

15

10

5

0

100

80

60

40

20

0

DefectCount

PercentCum %

Perc

ent

Cou

nt

Pareto Chart for Amt Defects

Process Simulation

Data Stratification

Regression Analysis

Experimental Design

Page 119: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Improve – Potential SolutionsHow can we address the root causes we identified?

• Address the causes, not the symptoms.

y = f (xy = f (x11, x, x22, x, x33 . . . x. . . xnn))Critical Xs

Decision

Evaluate

Clarify

Generate

Divergent | ConvergentDivergent | Convergent

Page 120: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Improve – Solution SelectionHow do we choose the best solution?

Time

Quality

Cost

ScoreOtherCBATimeSigmaSolution

Six SigmaSix Sigma

Solution Solution Implementation Implementation

PlanPlan

Solution Selection Matrix

XNice Idea

Nice Try☺

SolutionRight Wrong

Impl

emen

tatio

nBa

d

G

ood

Page 121: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Control – Sustainable BenefitsHow do we ”hold the gains” of our new

process?• Some variation is normal and OK• How High and Low can an “X” go yet not materially impact the “Y”• Pre-plan approach for control exceptions

0 10 20 30

15

25

35

Observation Number

Indi

vidu

al V

alue

Mean=24.35

UCL=33.48

LCL=15.21

Process Owner: Date:Process Description: CCR:

Measuring and Monitoring

Key Measurements

Specs &/or

Targets

Measures (Tools)

Where & Frequency

Responsibility (Who)

Contingency (Quick Fix) Remarks

P1 - activity duration, min.

P2 - # of incomplete loan applications

Process Control System (Business Process Framework)Direct Process Customer:

Flowchart

Customer Sales Branch ManagerProcessing Loan ServiceManager

1.1

App

licat

ion

& R

evie

w1.

2P

roce

ssin

g1.

3C

redi

t rev

iew

1.4

Rev

iew

1.5

Dis

clos

ure

Apply forloan

Reviewappliation forcompleteness

ApplicationComplete?

Completemeeting

informationNo

Page 122: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

Where can you go from here?

• These tools allow you to build what you want:– Better trained work force– Focused attention to objectives/goals

• It is about:– Measuring– Recognizing– Accountability – Achievement

Page 123: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

KAIZEN• Japanese term meaning Change for

the better.

• Applied to business organization

• Small continual improvement involving everyone and without spending money.

• From Customer needs of QCD

• Founded on a people oriented culture and supported by leadership

• Three principles• Process and results: Old

approach was on CTQ. Here we are also focusing on CTP.

• Systematic Thinking: Looking at all activties as processes and putting together in right sequence for right first time and right every time

• Non Blaming approach: Focus is work jointly so athtsame mistake or delay does not occur again

Page 124: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

What does the future hold?

124

Training and certification programs available

Page 125: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

What the Organization should do

• Strong Emphasis on Training

• Key Goal announced to all employees

• 40 hrs per year per employee training mandate

• Executive bonuses tied to Quality improvements demonstrated

• Training• Six Sigma Basic• Process Mapping• SPC• Risk Analysis FEMA• DMAIC• Design for Six Sigma• Design of Experiments• Bench Marking• MPI KPI

Page 126: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

SHOULD ORGANIZATION TRAIN ITS EMPLOYEES IN SIX SIGMA

Page 127: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

ANY QUESTIONS?

• WILL SHARE THE PPT WITH ALL AND ANYBODY CAN COME BACK TO ME FOR ANY CLARIFICATIONS

WORK ON WHAT WE HAVE DISCUSSED NOW AND ONCE WE STABILIZE

WILL TAKE YOU ALL TO NEXT LEVEL OF SIX SIGMA

Page 128: Six Sigma Session For Production And Project Team By Lt Col Vikram Bakshi

THANKS

• ALL THE BEST TO IMPLEMENT AND START LIVING THE

SIX SIGMA WAY

WE HAVE A LEAN NEW FACILITY NOWSO START WORKING ALSO IN LEAN

WAYS