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Root Cause Analysis & Action Planning

Jul 06, 2018

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Satyendra Kumar
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     Business Unit

     Hindustan Zinc LimitedRCA Workshop

     Strict ly Privateand Confidential

    1 June 2013

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    PwC1 June 2013

     Problem Solving Tools or 7 Basic Quality Tools are the

    techniques used for continuous improvement… 

    ProblemSolvingTools

    Root Cause Analysis

    Histogram

    ParetoDiagram

    ScatterDiagram

    Stratification

    Check Sheets

    Graphs &Control

    Charts

    2Hindustan Zinc Limited • RCA Workshop 

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    The Concept of a Root Cause

    3Hindustan Zinc Limited • RCA Workshop 

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    What do we mean by “Problem”  

    Technically, deviation from desired specification.

    In general, deviation from expectation.

    Concept

    Example

    1. Machine Breakdown

    2. Delay in spares delivery

    3. Operator absenteeism

    4Hindustan Zinc Limited • RCA Workshop 

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    PwC1 June 2013

    What do we mean by “Cause”  

    One of the attributes that is responsible for the occurrence of theproblem

    Concept

    Can we eliminate the problem by addressing the cause ?

    Probably No Why ?

    There can be many causes for a problem!!!!!

    Then how can we eliminate the problem?

    By addressing the ‗root cause‘ 

    5Hindustan Zinc Limited • RCA Workshop 

     Why  “Root cause”  

    That is the cause from which the problem originates

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    The origin of Root cause analysis technique

    The development of root cause analysis can be traced back to the 70s when a cognitivepsychologist named James Reason expounded on the analysis of human error.

    His studies led to the conclusion that:

    • Most errors occur due to ‗lack of clear and definitive specifications aboutplans of actions’ 

     As a result, human errors occur when the doer of the action tends to functionautomatically and, at times, performs while in a state of absent-mindedness 

    7Hindustan Zinc Limited • RCA Workshop 

    Professor Reason‘s logic w as so widely received that he became one of the leading innovators of tools for improving patient safety inthe health care industries.

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    Corrective and preventive actions

    Concept

    Normal

    state

    Problem

    (Break down,delay etc)

    Corrective action

    Root Cause Preventive action

    7Hindustan Zinc Limited • RCA Workshop 

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     How can we eliminate Root cause

    Some of the commonly used tools are

    1. Why-Why analysis (When the causes are restricted to one or two)

    2. Fish Bone diagram (When the causes are many)

    RCA Tools

    9Hindustan Zinc Limited • RCA Workshop 

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    What is “Why-Why analysis”  

    • It is a method of asking ―Why‖ over and overagain till one reaches a root cause.

    • Normally, root cause gets identified within 5times of asking ―Why‖ 

    • Identifying the symptom/condition for theoccurrence of abnormality, is veryimportant.

    • The best person to identify the root cause isthe one who attended the problem.

    9

    Cause

    Cause

    Cause

    Cause

    Root Cause

    Problem ...Why

     because...  Why

     because... Why

     because...

     because...

     because...

     Why

     Why

     Why

    Problem

    Cause 1 Cause 2 Cause 3

     Why 1

     Why 2

     Why 3

    Symptom Verification

    "If you don't ask the right questions, you don'tget the right answers‖ 

    Root Cause

    Procedure

    10

    Hindustan Zinc Limited • RCA Workshop 

    *The 5-Why approach, created by Sakichi Toyoda (1867 - 1930), the founder of Toyota, is a simple w ay to begin any investigation

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     Advantages of Why-why technique

     A major advantage to the 5 Why technique is

    • It is relatively easy to use and apply

    • Its easy application makes it a practical tool for root cause analysis in problem

    solving

    • Through this approach is possible to get to root causes in a relatively shortperiod of time.

    Caution: Ease of use and speed need to be balanced with the risk of failurefrom recurrence of the problem (should the 5 Whys fail to find the true rootcause)

    10Hindustan Zinc Limited • RCA Workshop 

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    PwC

    –  – 

     Let us understand the Why-Why analysis processthrough some examples

    11

    l

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     A simple why-why analysis-Example 1

    PROBLEM: My car won’t start. 

     WHY BECAUSE… 

     Why won’t my car start?  The battery is dead.

     Why is the battery dead? The alternator did not charge the battery.

     Why didn’t the alternator charge the battery?

    The alternator belt was slipping.

     Why is the belt slipping? The belt is worn.

     Why is the belt worn? The owner did not have the belts replaced asscheduled.

     Why didn’t the operator have the beltsreplaced?

    The owner was unaware of the maintenanceschedule.

    Countermeasure: The owner will read the owner‘s manual to become familiar with therecommended maintenance. The owner will also refer to the manual every 10,000 miles.

    12Hindustan Zinc Limited • RCA Workshop 

    Example

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     How a car battery is charged

    13Hindustan Zinc Limited • RCA Workshop 

    E l

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    PwC

    –  – 

     Example 2

    14

    PROBLEM: Cylinder does not operate smoothly  

     WHY BECAUSE… 

     Why cylinder does not operatesmoothly

    Strainer was clogged

     Why Strainer was clogged Oil was dirty

     Why oil was dirty Dirt entered the tank

     Why does dirt get in Upper plate of tank has hole andgap

     Why was hole made Repair work during maintenance work

    STANDARDIZE THE REPAIR WORK

    Example

    E l

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    PwC

    –  – 

     Example 2 Continued..

    15

    PROBLEM: Cylinder does not operate smoothly  

     WHY BECAUSE…   ACTION 

     Why cylinder does notoperate smoothly

    Strainer was clogged Clean the strainer

     Why Strainer wasclogged Oil was dirty Drain and clean

     Why oil was dirty Dirt entered the tank Prevent scattering of chips& cutting fluid

     Why does dirt get in Upper plate of tank hashole and gap

    Plug hole and gap

     Why was hole made Repair work duringmaintenance work Standardize repairs

     What is your immediate action? Cleaning the strainer

     What is your final action ? Standardize repairs

     After cleaning the strainer, is it OK  Yes 

    Examples

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    Complex why-why analysis

    14Hindustan Zinc Limited • RCA Workshop 

    Background:

    Production Manager, Sunil, is heading out to the production floor. He sees thathis highest priority line is down again. ―What is it this time?‖ he asks. His topmechanic replies, ―We are down for a conveyor.    We‘ll be back up soon, if wehave the right sprocket.‖ 

    Sunil decides to do a 5 why analyses even though this appears to be a simplefix. In the old days they might have been satisfied with replacing thesprocket. Today, Sunil wants to make sure that the replacement does not failprematurely. He wants to address the root cause.

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     Procedure to carry out a complex 5 why analysis

    • The difference with the Multiple Path 5 Why is that there will be more thanone answer to some or all of the why‘s. 

    • Include the answers that are contributing to the issue (If sufficient proof isavailable). The 5 Why can spin out of control and become too complex if youinclude every conceivable possibility.

    • If there is a doubt relating to the applicability of the cause, capture the ideaand verify if the condition exists.

    • For example, if someone says, ―maybe the bearings have not been properly

    lubricated.‖  Capture the idea and verify the condition of the bearing. Ifthe bearing hasn‘t been lubricated properly, include it in your Root Cause Analysis.

    15Hindustan Zinc Limited • RCA Workshop 

    Example

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     Example of a Complex why-why

    16Hindustan Zinc Limited • RCA Workshop 

    SprocketBroke

     WrongSprocket

    Excessivestress

    Line speed >Design speed

     Worn out bearing

    Correctsprocket wasout of stock

    DirtyConveyor

    Conveyor in-houseline modification

    No change as perPM

    Inaccurateinventory

    No cleaningschedule

    Timely order wasnot placed

    New mechanic.Unfamiliar with

    line changes

     After modificationthe new conveyornot added to PM

    Lead time high.Part inventory is

    overdue

    Parts usage is notconsistentlydocumented

    Example

    Why-Why

    Example

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     Root cause and countermeasures

    17Hindustan Zinc Limited • RCA Workshop 

    Conveyor notincluded in cleaning

    schedule

    Modify thecleaning schedule

    to include theconveyor.

    Designateresponsibility for

    cleaning.

    Conveyor not addedto PM schedule

     Add toPMS/CMMS

    System failed todocument part usage.

    Timely order was notplaced

    Regulardocumentation

    /Implement partsusage form to be

    used on all shifts.

    Min. Inventorylevel and Re order

    levels to bedefined.

    CountermeasuresRoot causes

    Example

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    “If you don’t have time to do it right, will you have timeto do it over?”  

     If you don’t have the time to address the root causesnow, you will likely be dealing with the same issues

    again.

    18Hindustan Zinc Limited • RCA Workshop 

    Concept

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    –  – 

     Fish bone diagram procedure (Ishikawa or Cause andeffect diagram) 

    21

    Step 1: Capture issue or problem and represent that in a box.

    Step 2: Draw a line from the box across the paper or white board (Forming the spine of the fishbone)

    Step 3: Draw diagonal lines from the spine to

    represent categories of potential causes.

    Step 4: Draw smaller lines connecting spine line torepresent deeper causes.

    Further analysis is needed to validate the actualcause, ideally with data.

    Note: Brainstorm potential solutions once the actual causehas been identified

    Step 5: Identify which deeper cause impact onmaximum events data, 80/20 principle and landin root cause

    Problem

    Problem

    Problem

    Cat egory 1Category 3

    Ca tegory 2Category 4

    Problem

    Cat egory 1Category 3

    Ca tegory 2Category 4

    Problem

    Ca tegory 1Ca tegory 3

    Ca tegory 2Ca tegory 4

    20% ofattributes

    cont ributing t o80% of the

    problem

    Concept

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     Some important points related to Fishbone analysis

    •  A fishbone starts with just one, single problem which doesn't reflect thenature of real world issues.

    • It reads right to left because the Japanese language reads that direction.

    • It mixes causes and possible causes without specifying evidence.• It breaks apart the fundamental cause-and-effect relationships within

    an issue by grouping the causes into general categories.

    22

    The fishbone is widely recognized as one of the standard quality tools.Ishikawa was a pioneer with his approach.The fishbone cause-and-effect diagram is part of every six-sigma program.*Cause Map is a more exhaustive approach

    Project Charter

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     Example 4 – Live case in RA mines

    Project Charter

    PROJECT CHARTER  

    General Information

    Project NameReduction of REL Drill(No-19 to 26) engine related

     breakdown by 50%Note: Average monthly breakdown: 1139hrs 

    Team Name

    NL Panchal (L)Rakesh Khurana (M)SK.Hussain (M)Shiva Kumar (M)

    Project Sponsor Project Location  Project no.   Ver No.  Date 

    HEMM FIP/Drill/-01 09.10.2012Project Details

    Problem Statement  Engines of drills(19-26) alone contributes major downtime (48% of total downtime) 

    Goal Statement Improvement of REL Drill (no-19 to 26) availability by ~ 9% from the base line of 54%. 

    Constraints 1. Spares parts support from OEM , 2. Inadequate skill level of maintenance crew.  

    Project Scope Engine and engine Accessories failure. 

    Resources - Team membersName Role  Dept/Function  Name  Role  Dept/Function NL Panchal Leader  HEMM MemberRakesh Khurana  Member AO-Cell Member

    Sahid Hossain Member HEMMShiva Kumar (REL)  Member REL

    MemberMember

    Benefits Project Review Schedule 

    Bottom LineBenefits (KPI)

    Operational KPI:Drill Availability : ~ 9%In terms of meters: ~ 7812/month

     Activity Target Date   Actual date Start 05.10.2012

    [D] Define 

    Strategic benefits

    Blasted inventory will

    increase=7812*49MT=382788MT/month

    [M] Measure 

    [A] Analyse [I] Improve 

    Hindustan Zinc Limited • RCA Workshop 17

    Measure

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     Data analysis on problems related to breakdown of

     Drills (19-26)

    Hindustan Zinc Limited • RCA Workshop 

    18

    100%

    46%

    20%

    0%

    20%

    40%

    60%

    80%

    100%

    120%

    Total

    scheduledhrs

    B/d hrs Engin e

    relatedfailure

    Total SD =

    29376 hrs

    5922

    17431 676

    1573

    1 088

    472438

    41 941 4 316177

    1566 40

    1000

    2000

    3000

    4000

    5000

    6000

    7000

       E  n  g

       i  n  e

       M  a

       i  n   t  e  n  a  n  c  e

       R  o

       t  a  r  y  g  e  a  r

       b  o  x

       D  r   i

       l   l   t  o  o

       l  s

       H  y

       d  r  a  u

       l   i  c

       O   t   h  e  r  s

       C  o  m  p  r  e  s  s  o  r

       S   t  r  u  c

       t  u  r  a

       l

       E   l  e  c

       t  r   i  c  a   l

       U  n

       d  e  r  c  a  r  r

       i  a  g  e

       P  o  w  e  r

       t  r  a  n  s  m

       i  s  s

       i  o  n

       M  e  c

       h  a  n

       i  c  a   l

       O  p  e  r  a

       t   i  o  n

    3635

    851752

    407

    92 68 58 42 18

    0

    500

    1000

    1500

    2000

    2500

    3000

    3500

    4000

    Maximum breakdownhappens due to tripping

    of engine (30%)

    Total B/d =11940 hrs

    Note: Charts represents last 6 months cumulative data (Apr-Aug 2012)Source: SAP

       B    /    d   t    i   m   e    i   n    h

       r   s

     Attributes of failures

    Measure

    Analyse

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    Why the engine trips frequently - RCA

     Analyse

    Engine trips frequently  Why 1

     becauseTemperature rises beyond threshold

     Why 2

    Low Pumppressure

     because

    External Oilcooler chokes

     Why 4

     Why 3 because Radiator chokes  Why 3 because

    But pump always runsclose to rated pressure

    (Data)

    Pump with lowrated pressure

    Solution:Pump with increased pressurerating of 5000 PSI

    Dust sticks andaccumulates

     because Why 4

    Oil sediments infin

     because Why 5

    Oil leaks from

    Gearbox because Why 6

    Solution - Permanent1. Bolt with thread sealant2. Tightening with torque wrench

    and3. CLTI calendar

    Mounting bolt becomes loose in jerky movements

     because

    Hindustan Zinc Limited • RCA Workshop 19

    Note: 

    Rated Pressure : 3500 PSI

    Required Pressure : 33 00 PSI

     because

     Why 5

    Low Fan Speed because  Why 3

    Summary:Commissioning of Increasedpressure rated pump and a simple

     bolt with thread sealant can arrestmajor part of tripping problem

    Format

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    26

    PHENOMENON ANALYSIS FORM 

    Ref No: 

    Date: 

    Describe the phenomenon clearly:  

    Short term action: 

     W

    H

     Y  

     Why-1 

     Why-2 

     Why-3 

     Why-4 

     Why-5 

    Is there anything else to be checked? 

    Proposed preventive countermeasures  Resp  Due Dt  Status 

    Change in work method/ training required

     

    Routine activity  

    Predictive check  

    Preventivemaintenance

     

    Modification 

    Others 

    Status 

     Agreed 

    Planned 

    Implemented 

    Effective 

     Following format helps you in doing a structured Why-Why Analysis

    Format

    20Hindustan Zinc Limited • RCA Workshop 

    Exercise

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    Phenomenon: A fire broke out in the Loom-shed (250 Looms). It took a long time for workmen to control the fire. It was later identified that it took 3 hours to control the fire which could have been controlled in 30 minutes.

    They were not refilled for a longtime

    No system of knowing when they were filled last time

     Why it took abnormally long time to douse the fire

    The machine operators couldn‘t use the fire extinguishers 

    The operators were not trainedon using fire extinguishers

     All the fire extinguishers werenot working

     What is the countermeasure inthis case ?

     Why ?

     Why ?

     Why ?

     Why ?

     Why ?

     Live case in a loom shed (Textile Plant)-Example 5

    Exercise

    21Hindustan Zinc Limited • RCA Workshop 

    Guidelines

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     Some of the expectations while doing RCA’s 

    • The process requires completehonesty and no predeterminedassumptions.

    • Follow the Data! Don‘t try to lead it. 

    •  Why-Why should be done only withcross functional team.

    •  Actual observations at the work siteneeds to be taken into considerationto arrive at the root cause

    Guidelines

    22Hindustan Zinc Limited • RCA Workshop 

    Countermeasures

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    What should be the outcome of Why-Why analysis

    Single PointLesson

    (Training/Knowledge

    transfer)

    Inclusion inPreventive/Predictive

    Maintenance

    schedule

    EquipmentModification

     VisualControl/MistakeProofing

     Why-Why Analysis should lead to

    Countermeasures

    23Hindustan Zinc Limited • RCA Workshop 

    Checkpointaddition/

    modificationof CLTI

    checklist

    These are known as countermeasures.Countermeasure deployment is important to avoid

    reoccurrence of the problem

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     Limitations of the approach

    • Using 5 Whys doesn‘t always lead to root cause identification when the cause isunknown. That is, if the cause is unknown to the person doing the problem solving,using 5 Whys may not lead to any meaningful answers.

    •  An assumption underlying 5 Whys is that each presenting symptom has only one

    sufficient cause. This is not always the case and a 5 Whys analysis may not reveal jointly sufficient causes that explain a symptom.

    • The success of 5 Whys is to some degree contingent upon the skill with which themethod is applied; if even one Why has a bad or meaningless answer, the wholeprocedure can be thrown off.

    • The method isn‘t necessarily repeatable; three different people applying 5 Whys to thesame problem may come up with three totally different answers.

    • 5 Whys requires skill to use well and most important, should be grounded inobservation, not deduction.(On-the-spot observation rather than deduction is the onlycorrect way to answer a ―Why?‖ question) 

    28Hindustan Zinc Limited • RCA Workshop 

    Pit falls

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     A common tendency while doing RCA’s 

    “ Operator error…‖ 

    The question is-

     Why people don‘t comply? 

    • Improper instructions

    • Improper training

    • Lost expectations/lowmotivation

    24Hindustan Zinc Limited • RCA Workshop 

    Headway

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     Headway and expectations

    Doing 5-why analysis will get imbibed into the culture only if the Manager demandsfor the 5-Why document during review of any critical abnormality (Breakdown,

    Quality complaint etc from the daily management team)

    y

    25Hindustan Zinc Limited • RCA Workshop 

    Don‘t limit the search ! 

    It is important to know the answer to the following questions

    •  What role should management play?

    •  Are you looking beyond your own backyard?

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    Why-why analysis-In a Nutshell

    26Hindustan Zinc Limited • RCA Workshop 

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     Exercise

    • Identify a repeatedly occurring problem that your unit is facing.

    • Brainstorm on the issue with your team member on your table

    • Present it to the rest of the team

    27Hindustan Zinc Limited • RCA Workshop 

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     Action planning

    28Hindustan Zinc Limited • RCA Workshop 

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    Why Detail Action Planning is Important.....?

    One Night 4 college students were playing till late night and could not study for the test which was scheduled for the next day.

    In the morning they thought of a plan. They made themselves look as dirty with greaseand dirt. They then went up to the Dean and said that they had gone out to a weddinglast night and on their return the tire of their car burst and they had to push the car allthe way back and that they were in no condition to appear for the test.

    So the Dean said they could have the re-test after 3 days. They thanked him and saidthey would be ready by that time.

    On the third day they appeared before the Dean. The Dean said that as this was a SpecialCondition Test, all four were required to sit in separate classrooms for the test. They allagreed as they had prepared well in the last 3 days

    29Hindustan Zinc Limited • RCA Workshop 

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    Why Detail Action Planning is Important.....?

    The Test consisted of 2 questions with a total of 100 Marks.

    See Below for the question Paper

    30Hindustan Zinc Limited • RCA Workshop 

    Q.1. Your Name : ........ ......... ......... (2 Marks)

    Q.2.. Which tire burst? (98 Marks)

    a) Front Left b) Front Right

    c) Back Left d) Back Right

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     Action Plan – indicates details of all the things that must

    be done to ensure a smooth and objective trial ofsolution / improvement

    31Hindustan Zinc Limited • RCA Workshop 

    The Action Plan should reflect aspects such as :

    No. Task PriorityDue

    Date

    Assigned

    to

    Assigned

    DateStatus Remarks

    Who

    What

    When

    Where

    How

    Maximizing Aids

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     Formation of Action Points for Implementation

    SN   Action Plan  Impact on Idea

    Given by  

    Priority   Status StartDate 

    EndDate 

    Resp Throughputimprovement (MT/mth) 

    1Furnace roof modification for PGP (Brick lininginstead of G lass wool) to reduce frequent glass

     wool replacement

     Availability -Breakdown

    Bharat Priority 4

    InProgress - OnTime

    14-Apr14-

    JunBharat 13

    2

    Roller Assembly to be m ade ready for

    replacement to prevent loss time of assemblyduring stoppage. Rollers to be dynamically balanced

     Availability -Shutdown  Verma Priority 3

    In

    Progress - OnTime

    14-Apr 30- AprSuryade v 43

    3

    Shutdown planning for cleaning & PM to bemade for Annealing every month. Entire plan to

     be chalked out (To do list) - incorporate start upn cool down

     Availability -Shutdown

    Bharat Priority 1 Yet ToStart

    20-Apr28-

     AprBharat/ Verma

    43

    4 Annealing should be given a priority for thecrane usage to avoid any loss of time due tocrane availability

     Availability -Material availability

     VSC Priority 1

    InProgress - On

    Time

    18-Apr - Bharat 50

    5Discussion on increasing performance to beconducted

    Performance Bharat Priority 1 Yet ToStart

    28-Apr 5-MayBharat 58

    6CNG gas usage in LPG & PGP to reduce thetemperature problem & cleaning time

     Availability -Cleaning time -Temperaturereduction problem

     VSC Priority 2

    InProgress - OnTime

    14-Apr15-

    MayGautam 66

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    Thank You

    This publication has been prepared for general guidance on matters of interest only, and does not constitute professional advice. You should not act upon theinformation contained in this publication without obtaining specific professional advice. No r epresentation or warranty (expr ess or implied) is given as to theaccuracy or completeness of the information contained in this publication, and, to the extent permitted by law, [insert legal name of the PwC firm], it s members,employees and agents do not accept or assume any liability, re sponsibility or duty of c are for any consequences of you or anyone else acting, or r efraining to act,in reliance on the information contained in this publication or for any decision based on it.

    ©[Year] [insert legal name of the PwC firm]. All rights reserved. In this document, ―PwC‖ refers to [insert legal name of the PwC firm] which is a member firmof Pric ewaterhouseCoopers International Limited, each member firm of which is a separate legal entity.

    Remember : It’s a journey of Continuous Improvement 

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     Problem Solving Tools or 7 Basic Quality Tools are the

    techniques used for continuous improvement… 

    ProblemSolvingTools

    Root Cause Analysis

    Histogram

    ParetoDiagram

    ScatterDiagram

    Stratification

    CheckSheets

    Graphs &Control

    Charts

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     Why use it?

    To focus on the

    problems/issues that offergreatest potential for

    improvement

     What does it do?

    • Helps identify ―the vital few‖ from

    ―the trivial many‖ 

    • Displays the relative importance ofproblems in a simple graphical way

    • Helps in prioritizing efforts for

    improvements

    0

    20

    40

    60

    80

    100

    120

    140

    C B D D A F

    0

    20

    40

    60

    80

    100

    120

     Pareto Chart

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     How To Construct A Pareto Chart

    Total the data on effect of each contributor, and add these to determine the grand total

    Re- order the contributors from the largest to the smallest.

    Determine the cumulative percent of total

    • For example, the cumulative percent of total through the fifth contributor is the sum of the

    effects of the first five in the rank ordering, divided by the grand total, and multiplied by 100Draw and label the left vertical axis

    •  Label the axis from 0 to the grand total or just beyond.

    •  Provide a caption to describe the measure being used.

    Draw and label the horizontal axis

    •  Divide the axis into as many divisions as there are contributors.•  List the contributors from largest to smallest, going from left to right

    •  Provide a caption to describe them.

    •  If the contributor names are long, label the axis A,B,C, etc. and provide a separate key

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     How To Construct A Pareto Chart

    Draw and label the right vertical axis.

    • Label the axis from 0 to 100%.

    • Line up 100% with the grand total on the left axis.

    • Provide the caption: ―Cumulative-Percent of Total.‖

    Draw bars to represent the magnitude of each contributor‘s effect. • The height of the bars corresponds to the magnitude of that contribution as measured on the left

    axis.

    Draw a line graph to represent the cumulative-percent of total.

    • The plotted points correspond to cumulative-percent as measured on the right axis.

    • Line up the points above the right-hand edge of the bars.

     Analyze the diagram.•  Look for a break point on the cumulative percent graph.

    •  Review the interpretation section for more details.

    Title chart: Label the ―vital few‖ and ―trivial many‖; and show the cumulative percent contributionof the vital few.

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     Problem Solving Tools or 7 Basic Quality Tools are the

    techniques used for continuous improvement… 

    ProblemSolvingTools

    Root Cause Analysis

    Histogram

    ParetoDiagram

    ScatterDiagram

    Stratification

    CheckSheets

    Graphs &Control

    Charts

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     Scatter Plot – To find a correlation between paired

    data…  What is it?

    •  A graphical representation highlighting interaction of data points –  usually between anindependent & a response variable.

     Why use it?

    • To show a possible relation between dependent & independent variables.

    • To study & identify possible relationship between an output & an input variable. The outputis called the dependent variable & input is called independent variable.

    • E.g.. Printing errors & printing speed; machine downtime & machine speed, monthlyproduction & absenteeism etc.

    Purpose

    • Makes it easier to determine a direct relationship, & hence the cause behind an effect.

    • Helps in taking decisions for improving the process, by providing both visual & statisticalmeans.

    • Provides both visual &statistical means to test the strength of a potential relationship.

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     Based on the scatter diagram, the type of correlation

    can be identified… 

    X

     Y

    +ve correlation(Y Increase asX Increases)

    No correlation(Y Has no Particular

    Relationship)

    X

     Y

    -ve correlation

    (Y Decrease asX Increases )

    X

     Y

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     How to construct a scatter diagram…

    • Obtain the table of raw data &determine the high & low values for each variable.

    • Go to ―Insert‖ – Scatter.

    • Select the ―Scatter  with only

    markers‖.

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     Scatter Diagrams… 

    52Hindustan Zinc Limited • AO Workshop 

    • If the variables are correlated, when one changes the other probably also changes.

    •  Dots that look like they are trying to form a line are strongly correlated.

    • Sometimes the scatter plot may show little correlation when all the data are considered at

    once.

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     Scatter plots

    Exercise:

    Two different variables have been shown below

    • Personal Expenditure

    • Personal income

     What inference can be drawn from

    the data set ?

    Comment on type of correlation.

     Where it can be used in your domain.

    53Hindustan Zinc Limited • AO Workshop 

     Year Per. Cusp. Per. Income

    1965 450 550

    1966 500 600

    1967 520 650

    1968 560 720

    1969 600 780

    1970 650 850

    1971 700 9001972 780 1000

    1973 850 1100

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     Problem Solving Tools or 7 Basic Quality Tools are thetechniques used for continuous improvement… 

    ProblemSolvingTools

    Root Cause Analysis

    Histogram

    ParetoDiagram

    ScatterDiagram

    Stratification

    Check Sheets

    Graphs &ControlCharts

    54Hindustan Zinc Limited • AO Workshop 

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     About Stratification… 

     What is it?

    •  A method for grouping data by common characteristics enabling better understanding oftrends by focusing only on relevant data.

     Why use it?

    • To dismantle the entire data set & break it into smaller related groups.

    Purpose

    • Focuses attention on a vital/significant subgroup

    • Enables a more precise analysis

    • Helps to verify root cause

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     Examples for Stratification… 

    Factors Data can be grouped

     WHODepartmentIndividual

     WHAT Type of DefectReason for Defect

     WHENMonth, Quarter, Days

    Shift-wise

     WHERE

     Area

    Section

     WHICHProduct

    Equipment

    Examples

    Complaints of SystemMalfunctioning

    •Branch-wise•Machine-wise•Package-wise•Lot-wise

     Accidents

    •Shop-wise•Shift-wise• Age-wise

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     Steps to stratify the data using pivot table… 

    • Select ―Microsoft Excel list ordatabase‖ 

    • Go to ―Insert‖. 

    • Click on ―Pivot Table‖. 

    • Select the Data range.

    • Click on ―OK‖. 

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     Steps to stratify the data using pivot table… Now you can customize the layout of the pivot tabledepending on which parameters you want to analysis… 

    • Drag those parameters on which you

     want to stratify the data on the

    ―Row‖ / ―Column‖ of the pivottable.

    • By dragging these parameters in the

    ―Data‖ space, you can get the count /

    sum of data points as you desire.

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    1 June 2013

    Solving problems means identifying the root causes of a problem and thendeveloping and implementing appropriate countermeasures that are designedto eliminate the root causes and prevent their recurrence.

     Important

    • Root causes are to be distinguished from causal factors.

    • Causal factors are those factors that contribute to the occurrence of aproblem, but are not necessarily the initiating cause of a problem—the rootcause.

    • Causal factors and chains need to be analyzed further to determine their rootcauses.

     A robust problem-solving method must be adept at not only identifying aproblem‘s causal factors, but equally adept at uncovering the root causes thatunderpins the causal factors.

     Problem solving basics