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Just Do
                        It
                     A Lean Six Sigma
                       Improvement
                         Project
-Prashanthi Pathak
-Robin Firestone
-Annie Miller
2


Project Agenda
 Project   Kick off

 Define


 Measure


 Analyze


 Improve


 Control
3



Define Phase

   Problem definition

   Benefits analysis

   Identification of primary and secondary metrics

   Project charter

   High level process flow map

   Identification of lean opportunities
4



Problem Definition & Benefits Analysis
 Primary   Metric

       Just Do It (JDI) company is currently functioning at an
        average uptime of 93.9% but has a few data points
        below 85% and many others hovering dangerously close
        to 85%

       Per each occurrence of the uptime going below 85%,
        JDI faces a potential penalty of $1,000,000

        This state of affairs could mean a potential penalty
        (COPQ) of $ 80 million per year
5



Secondary    Metric

      Just Do It requires the average number of customer
       complaints to be <5%.       Data shows actual customer
       complaints are at an average of 0.24% of the sales volume.

      Target is to ensure that the customer complaints are no
       more than the current average.

      Improving the average would be an other project in itself.
6

  Project Charter
 Problem Description / Scope                                        Team Members
Problem:                                                             Name               Title              Role                Core or
Customers complain that JDI systems have been                                                                                 Extended
unavailable resulting in a penalty for future.                       Six Sigma          Project
Cost of poor quality is a possible $1 million penalty per                                                 Black Belt          Core
                                                                     Team               Manager
occurrence.
                                                                     Young
Target Y1: Ensure that the uptime % of the systems at               Whipcracker
                                                                                        VP IT Ops          Sponsor             Core
JDI never fall below 85%
Gap Y1: Many days below and close to 85%                            Vip Knowitall      VP IT              IT Mgt              Core
Target Y2: Current no. customer complaints represent
approximately 0.24% of total average sales volume. Target            Mr. Moneybags      Financial Rep      Finance             External
is to not let it increase.                                           Tess Talksalot     Dir. Call Center   Client Services     External

Scope of Just Do It Process Improvement:                             I.T.               IT
                                                                                                           SME – IT Ops        Core
                                                                     Likesovertime      Administrator
Ensuring that the uptime percentage of the systems never
falls below 85%
 Metrics / Benefits                                                Project Plan / Timeline ( 90 days )
                                                                    Phase        Start Date     Due        Actual            Status /
                                                  Benefits (
Primary or                      Current to                                                      Date       Complete          Date (R, Y,
               Metric Name                        Quality, Cost,
Secondary                       Target (Gap)                                                               Date              G) (Blue =
                                                  Delivery )
                                                                                                                             NS)
                                Many days                           Define       01/19/12       2/28/12    02/21/12           Complete
                                                  Savings of ~$
               Y1 = System      below and close
Primary                                           80 million
               Uptime           to 85%                              Measure      2/21/12        5/15/12    5/1/2012           Complete
                                                  annually

                                                                    Analyze      5/7/2012       6/30/12    6/21 / 2012        Complete
               Y2 =
                                                  Goodwill,
               Percentage
                                                  Brand value,      Improve      6/21/12        7/30/12    7/29/12            Complete
Secondary      customer         0.19%
                                                  Increase in
               complaints per
                                                  sales volume
               day                                                  Control      7/29/2012      9/30/12    09/07/2012         Complete
7



       Process Flow Map

1
    • Request for product received


2
    • Request is transmitted via the Internet


3   • System processes & filters information for vendor selection


4
    • Result is transmitted via the internet


5   • Customer purchases the product on receipt of result
8



                   Lean Opportunities
   Implementing 5S

       Sort
           All items need to be labeled, color coded, organized and stored
            for ease of access


       Straighten
           No cabling or bundling of wires leading to chaos
           No labeling of wires which implies that there is no indication of
            the hardware it belongs to


       Shine
           Server room & workstations need to be organized and freed of
            all clutter
           Accumulation of dust leading to damage of server parts and
            network jams, power & temperature fluctuations
9



               Lean Opportunities
   Standardize
     All procedures to be standardized including procurement
      of parts, maintenance schedules and procedures of
      hardware and software and maintenance of the server
      room temperature



   Sustain
       Training of the staff to drive LEAN thinking and culture
        throughout the organization
10



                Lean Opportunities
   Removal of 7 Deadly wastes


   Identification of Non Value Adding (NVA) steps in the
    detailed process flow map so as to eliminate the seven deadly
    wastes as applicable to the service industry
11




Measure Phase
   Detailed Process Map

   Pareto Chart

   Graphical and statistical data

   Process Capability measurement and analysis

   Correlation analysis between metrics
12


Current Process Flow
13




       Statistical & Graphical data

   The following graphs indicate the uptime % of 10 systems for
    the past 90 days as well as days that the average uptime %
    fell below 85%.



   These graphs provide different views of the same
    information, as will be shown.
14



                        Histogram




Percentages of uptime of less than 85 % are circled in red. The bell
curve is very wide, indicating that the data has a high variance.
15



                                     Boxplot
                                Boxplot of % Uptime for 10 systems

                          100
% Uptime for 10 systems




                          95




                          90




                          85




                          80
16


                       Dotplot
                 Dotplot of % Uptime for 10 systems




   81       84        87        90          93        96     99
                       % Uptime for 10 systems




 Out of 90 days of data, there are three data points which have
  been circled, with an uptime of less than 85%.
 There are quite a few data points near the 85% mark, indicating a
  high possibility of operating at less than 85% resulting in lost
  revenue and subjected to possible penalties, loss of good will
17

Statistical Summary
                                      Summary for % Uptime
                                                                           A nderson-Darling N ormality Test
                                                                               A -Squared          1.64
                                                                               P -V alue <        0.005
                                                                               M ean              93.929
                                                                               StDev               4.930
                                                                               V ariance          24.306
                                                                               Skew ness       -0.385648
                                                                               Kurtosis        -0.696147
                                                                               N                      90
                                                                               M inimum          80.617
                                                                               1st Q uartile     90.347
                                                                               M edian           93.911
                                                                               3rd Q uartile     98.831
            80        84         88           92          96        100
                                                                               M aximum         100.000
                                                                          95% C onfidence Interv al for M ean
                                                                               92.897            94.962
                                                                          95% C onfidence Interv al for M edian
                                                                               92.640            96.069
                                                                          95% C onfidence Interv al for StDev
                           9 5 % C onfidence Inter vals
                                                                               4.300              5.778
    Mean


   Median

                 93              94                95               96
18
Process Capability
                                        Process Capability of % Uptime

                                               LSL
         P rocess D ata                                                                                W ithin
 LS L                85                                                                                O v erall
 T arget             *
 USL                 *                                                                          P otential (Within) C apability
 S ample M ean       93.9293                                                                          Z.Bench      1.73
                                                                                                      Z.LS L       1.73
 S ample N           90
                                                                                                      Z.U S L          *
 S tD ev (Within)    5.16056
 S tD ev (O v erall) 4.93009                                                                          C pk         0.58
                                                                                                     O v erall C apability
                                                                                                      Z.Bench      1.81
                                                                                                      Z.LS L       1.81
                                                                                                      Z.U S L         *
                                                                                                      P pk         0.60
                                                                                                      C pm            *




                                   80        84       88      92        96       100      104
 O bserv ed P erformance       E xp. Within P erformance   E xp. O v erall P erformance
    % < LS L      3.33             % < LS L      4.18           % < LS L       3.51
    % > USL          *             % > USL          *           % > USL           *
    % T otal      3.33             % T otal      4.18           % Total        3.51



 In general a Cpk of 1.33 indicates that the sigma level of the
  process is 3, and therefore stable.
 However, as shown above, the Cpk for the process in question is
  0.6, indicating an unstable process.
19



                      Correlation Between System Downtime
                            and Number of Complaints
                                                          Fitted Line Plot
                                   Daily Number of Complaints = 12.39 - 0.1752 % Downtime for 10 systems
                             - 0.0009 % Downtime for 10 systems**2 + 0.001213 % Downtime for 10 systems**3
                             25                                                               S           5.29846
                                                                                              R-Sq          2.4%
                                                                                              R-Sq(adj)     0.0%
Daily Number of Complaints




                             20


                             15


                             10


                              5


                              0
                                  0            5           10          15               20
                                               % Downtime for 10 systems
20




                     Inference

   As indicated by the preceding graphs and charts, the
    process has a high variance which implies that a closer
    look at the overall process may suggest ways to create
    a more consistent uptime rate.

   The correlation between number of customer
    complaints to percentage of downtime is insignificant
    (R Sq =0.024). This implies that the customer
    complaints could be due to some other factors not
    under the purview of this project.
21




                Analyze Phase
   Pareto Chart

   Fish Bone Analysis

   FMEA

   X Sifting

   Strategies and Recommendations
22




Pareto Chart
                          700                                                                                                        120%
                                                                    Pareto Chart
                          600                                                                                                        100%

                          500
                                                                                                                                     80%
                          400




                                                                                                                                          Cumulative Percent
                                                                                                                                     60%
Occurences




                          300
                                                                                                                                     40%
                          200

                          100                                                                                                        20%

                           -                                                                                                         0%
                                Network Fail Overload Supplier PartLack of std change proceduresRedundantpatch bad change failure
                                      Syatem Network Delay          faulty
                                                                     Weather       Upgrade change failure syatem failure All other
                                                                                    Operator error   Client requested
             No. of occurances      589     378      289      234     189        120   100       50      23       15       0
             Cum %                 30%      49%      63%     75%      84%        91%   96%      98%     99%     100%     100%
             % of Total            30%      19%      15%     12%      10%        6%     5%      3%       1%      1%       0%




                                Time Period:        90 days
23




             Reading the Pareto
   The Pareto Chart shows the following top reasons for
    low uptime.

                  -Network Failures

                  -System Overloads

                  -Network Delays

                  -Faulty Supplier Parts

                  -Weather
   These reasons cumulatively account for possibly 85% of
    the occurrences of low uptime
24


                         Fishbone Diagram
                                                                     People
Measurement                    Material                                            No written instructions on website for users

                                          Supplier Faulty Parts/switches               Operator Error - External
          System is down


                                                Supplier Faulty equipment




                                                                                                                   Topic Name:

            Network Failure Issues:
                                                                                                                   System Uptime
            Redundant System Failure                 No standardized training in all skill sets (list
                                                     them here) for Technicians
        Client Requested Change Failure
                                                No standard vendor management & procurement                  Bad Weather and power
                                                                                                             instability
                                                 procedures
                                                                                                           Standardization maintenance
                                                                                                           process for IDF Closet
                                             No standard maintenance schedules & policies                Make the closet a clean room
                                                                                                         environment to eliminate all dust

                                                                                                        Standardization for IDT Room
 Machine/Equipment                                                                                      Temperature



                                      Policies/Procedures                                      Environment
25


          Inferences gleaned from
              fishbone/RCA
   The fishbone shows a concentration of secondary
    causes under a few primary ones namely:

              Machine/Equipment

              Environment

              Policies   and procedures

   The root cause (RC) for low uptime could be
    overcome by working on the above factors
26




                   FMEA

Please open the below link to view FMEA (Failure Mode
Effects Analysis) analysis

https://docs.google.com/open?id=0B_ndvlEE7EVYU3RCV
kt1VHVEX2s
27


             Inferences from FMEA
   As per the analysis performed and the scores allotted to
    the various steps of the detailed process flow map, it has
    been observed that
         There are parts of the process adding no value.
          Elimination of such NVA (non value adding) steps
          shall result in shorter process times, uncluttering
          of server usage and in short, better uptime
         The high scorers steps in the FMEA shared the
          reasons for failure which were the same as the
          ones arrived at from the pareto and fishbone
          analysis
              Network delay
              Maintenance schedules
              Environment
28



                Inferences from FMEA
   As per the analysis performed, and the scores allotted to the
    various steps of the detailed process flow map, there are
    parts of the process adding no value.

   Elimination of such NVA (non value adding) steps shall result
    in shorter process times, uncluttering of server usage and
    better uptime.

    - The FMEA shows that the reasons for failure were the same
      as the ones arrived at from the Pareto and Fishbone analysis:
         - Network delay
         - Maintenance schedules
         - Environment
29




                          X Sifting
   From the various analyses performed, it has been the
    following areas have been prioritized for immediate action

         Elimination of NVA steps of the process

         Implementation of LEAN methodologies which shall
          address the

                    Environmental issues

                    Erratic maintenance schedules

                    Lack of standard policies & procedures
30


        Strategies and Recommendations
              (Redesigning process flow)

 The   six sigma team recommends the following for
 better uptime:

         Elimination    of    NVA/Redesigning   of   the
         process flow.

         Standardizing       procedures and framing of
         policies where they do not exist in order to
         streamline the organizational functions and
         day-to-day activities.
31


New Process Flow
32




   The process steps that have been demarcated with a red
    dotted line comprise of NVA and have been eliminated in
    the new redesigned process flow.



   Iterations and redundant steps of order placement and
    payment processing have been eliminated to be replaced
    by a single and more direct ordering and payment system.



   The number of steps required to achieve the goal in
    the loop marked has been reduced to HALF!
33




   As a result of the redesigning the process, the
    following benefits can be realized:



             Shortening   of process time

             Freeing   up of server usage time by internal
              processes (allowing more time for users to
              interact with it)

             Uncluttering   of the storage systems
34


     Strategies and Recommendations (People)
   Training for External Users:
            Complete Instructions on home page:
            Navigating the site
            Live 24-house Customer Service phone and email listed


   Training for Vendors working with JDI
            Provide vendor with complete instructions on how they use
             the system when they see an order from a JDI customer
            Training for technicians/Customer Service Representatives
            Job and task shadowing both technicians and customer
             service reps to see what is currently being done and said
             before and AFTER training
            Create a training manual for each type of internal technician
             and post on the intranet for easy access/updating.
35

   Training for Internal JDI Employees:



   First, explain the changes and the cause for why they are      happening
    so that all employees are onboard

   Schedule and complete several live classes over the next month
    encompassing the entire company. Those who cannot physically be at
    these sessions can participate by conference call and additional
    sessions may be necessary for those who cannot attend in person or by
    phone

   Simultaneously schedule managers to receive training in the Five “S’s”

   Managers will be responsible for ensuring the timely training of their
    people in “5 Ss”, understanding that their associates should begin with
    the ones that focus on their area of responsibility as well as those that
36




   will produce almost immediate changes. Managers will distribute hard
    copy job aids and discuss them aloud with associates and post the job
    aids on the intranet for quick reference/updating, check associates
    for understanding before/during/after they make any changes, and
    ensure they know who to contact with specific questions that the
    manager may not be able to answer.

   JDI trainers will conduct periodic job shadowing and spot testing, to
    ensure that all associates understand the same information and that all
    training initiatives are being conducted correctly and the same way by
    everyone.
37



      Strategies and Recommendations
                  ( Policies/Procedures)
   Procurement
          The six sigma team recommends the following in
           order to streamline the procurement process
          Designing of an SOP for the procurement process

            The SOP should take into consideration all critical
             aspects of the procurement process including

                     Stock levels
                     Reorder levels ( based on inventory holding
                      costs vs. cost of running out of material)
                     Maintenance of a qualified vendor list to
                      serve as back up in times of crisis
38




   Adherence to a standard for all quality purposes
    i.e. Consider a span of time when there has been
    the   no   breakdowns in      parts/equipment.   The
    specifications of the parts used during that span
    can be used as a standards for all future
    procurement purposes

   A quality assurance team (however small or big)
    needs to be put in place to ensure the quality all
    incoming parts/equipment

   Inviting   proposals   from    other   vendors    for
    materials and qualifying them (checking against
39



            the quality standards and having a trial procurement
            from them). This would mean having multiple vendors
            instead of the current unreliable single vendor system

   Machine/Equipment
           Design Requirements
                   IT hardware load projections and cabinet load
                    densities(blade servers?)

                   Electrical and HVAC redundancy options

                   Fire detection and suppression systems options

                   Structural requirements(ground floor, or upper
                    floor load issues)

                   Proximity to utilities for power & cooling
40


   Systems Monitoring
           Rack level monitoring
           Ambient monitoring (temperature and humidity)
           Air-conditioning monitoring
           Power(Back      up   and   un-interruptible   current
            supply)
           Dust      and    debris     removal-schedule      for
            maintenance
           Scheduling server maintenance in the wee hours
            of morning when there is minimal possibility of
            clients using the system and sending out a notice
            before starting the maintenance routine
41




   Ensuring that the updates for all the systems
    are synchronized

   The following pictures show the effects of
    implementing 5S in a server room environment
BEFORE   AFTER
AFTER
BEFORE
AFTER
BEFORE
46



                    Improve Phase
   A list the top variables which we believe are significantly
    impacting the primary problem/s.

   Recommend Next Steps for moving into the Control
    Phase to improve quality of service.
47




 As shown previously, there is no significant
 correlation between the primary metric and the
 secondary metric.

 As a result, the improve phase shall mainly
 concentrate on the qualitative aspects.
48




   Training (use of website for external/internal customers and
    internal employees for troubleshooting) and annual refresher
    CBT courses for internal customers as well as spot checks
    for correct knowledge and customer service skills.

   New Policies in regards to standards of quality and service in
    vendors, equipment and parts.

   Quality Assurance Team put in place to ensure the new
    process is monitored, followed, and keeps track of any new
    issues.

   Machines/Equipment – systems monitoring, redundancy of
    hardware, fire detectors, proximity to cooling and heating,
    electrical and HVAC redundancy system, and I.T. hardware
    load projections.

Refer to slides 34 – 41 for more details on the above changes
49



                Control Phase

 Final   data analysis



 Statistical   Process Controls



 Lean    Controls
50


                      Histogram of Final uptime %
                                 Normal
            40                                              Mean 98.98
                                                            StDev 2.470
                                                            N        90


            30
Frequency




            20




            10




            0
                 90   93       96         99    102   105
                           Final uptime %
51


                          Histogram of % Uptime, Final uptime %
                                            Normal
              0.18                                                  Variable
                                                                    % Uptime
              0.16                                                  Final uptime %

              0.14                                                Mean StDev N
                                                                  93.93 4.930 90
                                                                  98.98 2.470 90
              0.12
    Density




              0.10

              0.08

              0.06

              0.04

              0.02

              0.00
                     80   84    88    92       96     100   104
                                     Data


      The red curve (after implementing six sigma) shows no percentages
       of uptime of less than 85 %.
      The width of the bell curve has narrowed, indicating a much more
       stable process. The standard deviation has improved by over 50%.
52

                         Dotplot of % Uptime, Final uptime %




       % Uptime




  Final uptime %
                    81        84       87       90       93   96   99   102
                                                  Data



Each symbol represents up to 2 observations.

Two major changes can be noted between the sets of dot plots:
    There are more data points below 88% in the first dot
     plot represented.
    The data points in the second dot plot represented are
     more concentrated, indicating a lower variance in the
     process.
53


                                  Process Capability of Final uptime %

                                LSL
         P rocess D ata                                                                                       W ithin
 LS L                85                                                                                       Ov erall
 Target              *
 USL                 *                                                                                 P otential (Within) C apability
 S ample M ean       98.9849                                                                                 Z.Bench      6.34
                                                                                                             Z.LS L       6.34
 S ample N           90
                                                                                                             Z.U S L          *
 S tD ev (Within)    2.20616
 S tD ev (O v erall) 2.46955                                                                                 C pk         2.11
                                                                                                            O v erall C apability
                                                                                                             Z.Bench      5.66
                                                                                                             Z.LS L       5.66
                                                                                                             Z.U S L         *
                                                                                                             P pk         1.89
                                                                                                             C pm            *




                                       87        90        93       96        99           102   105
 O bserv ed P erformance       E xp. Within P erformance    E xp. O v erall P erformance
    % < LS L      0.00             % < LS L      0.00            % < LS L       0.00
    % > USL          *             % > USL          *            % > USL           *
    % Total       0.00             % Total       0.00            % Total        0.00



Sigma level = Cpk x 3 implies that the sigma level of the process
after implementing the changes equals 6 (previously <1.8 before
implementing changes).
54




                Statistical Process Control
   Monitoring the process closely so that any significant
    deviation   from   the   average    would   need   to   be
    investigated immediately.

   The six sigma team recommends the usage of one of the
    basic charts to keep a check on the process.

   Sample charts using the current data available has been
    provided in the next couple of slides.
55




                      Individual charts
   These charts could be used to track the uptime
    percentages of individual systems on a single day.



   This would help eliminate errors on a day-to-day basis.



   A sample chart using the current data (daily system
    uptime percentages over 90 days) has been provided in
    the next slide.
56


                                            I Chart of Final uptime %
                      107.5

                                                                                     UCL=105.60
                      105.0

                      102.5
                                                                                 2
   Individual Value




                                                                                2
                      100.0                                                          _
                                                                                     X=98.98
                       97.5

                       95.0

                       92.5                                                          LCL=92.37
                                                 1
                       90.0                            1


                                                                  1
                              1   10   19   28       37   46   55     64   73   82
                                                     Observation


 The chart indicates that there are 5 points of concern (in red).
 The first set of 3 points are labelled “1”. These points exceed the 3 standard deviation
  limit and need to be looked into for further action.
 The second set of two points are labelled “2”. There are more than 9 points on one side
  of the mean. This indicates that average is shifting in the positive direction is being
  maintained consistently at 100% uptime!
57




                       Xbar charts
   X bar, or “the average”, can be used to understand the
    pattern of averages over a week, month, etc.



   Sample charts using the current data available (weekly
    averages over 3 months) have been provided in the next
    slide.
58


                                    Xbar Chart of % Uptime

              100                                                               UCL=100.08


              98

              96
Sample Mean




                                                                                _
                                                                                _
              94                                                                X=93.93

              92


              90

              88                                                                LCL=87.78

                    1   2   3   4   5   6     7    8    9   10   11   12   13
                                            Sample
Tests performed with unequal sample sizes

This chart shows that the weekly averages are within
acceptable range of the X, or average uptime. Continuous
monitoring is required to alert JDI of any deviations from
the normal.
59


                      Lean Controls
   Apart from introducing 5S and eliminating 7 deadly
    wastes, it is important to train the entire organization to
    think “Lean”.

   “Kaizen”, or continuous improvement, has to be adopted by
    JDI to ensure that the organization remains in step with
    changing times and needs. Additional training will be
    required (Change Management class) as well as formal
    classes in Lean/Kaizen and after-class follow-ups to
    ensure continuous improvement concepts have been
    understood and put into place.
60




THANK YOU

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Implementing Lean Six Sigma for IT

  • 1. Just Do It A Lean Six Sigma Improvement Project -Prashanthi Pathak -Robin Firestone -Annie Miller
  • 2. 2 Project Agenda  Project Kick off  Define  Measure  Analyze  Improve  Control
  • 3. 3 Define Phase  Problem definition  Benefits analysis  Identification of primary and secondary metrics  Project charter  High level process flow map  Identification of lean opportunities
  • 4. 4 Problem Definition & Benefits Analysis Primary Metric  Just Do It (JDI) company is currently functioning at an average uptime of 93.9% but has a few data points below 85% and many others hovering dangerously close to 85%  Per each occurrence of the uptime going below 85%, JDI faces a potential penalty of $1,000,000  This state of affairs could mean a potential penalty (COPQ) of $ 80 million per year
  • 5. 5 Secondary Metric  Just Do It requires the average number of customer complaints to be <5%. Data shows actual customer complaints are at an average of 0.24% of the sales volume.  Target is to ensure that the customer complaints are no more than the current average.  Improving the average would be an other project in itself.
  • 6. 6 Project Charter Problem Description / Scope Team Members Problem: Name Title Role Core or Customers complain that JDI systems have been Extended unavailable resulting in a penalty for future. Six Sigma Project Cost of poor quality is a possible $1 million penalty per Black Belt Core Team Manager occurrence. Young Target Y1: Ensure that the uptime % of the systems at Whipcracker VP IT Ops Sponsor Core JDI never fall below 85% Gap Y1: Many days below and close to 85% Vip Knowitall VP IT IT Mgt Core Target Y2: Current no. customer complaints represent approximately 0.24% of total average sales volume. Target Mr. Moneybags Financial Rep Finance External is to not let it increase. Tess Talksalot Dir. Call Center Client Services External Scope of Just Do It Process Improvement: I.T. IT SME – IT Ops Core Likesovertime Administrator Ensuring that the uptime percentage of the systems never falls below 85% Metrics / Benefits Project Plan / Timeline ( 90 days ) Phase Start Date Due Actual Status / Benefits ( Primary or Current to Date Complete Date (R, Y, Metric Name Quality, Cost, Secondary Target (Gap) Date G) (Blue = Delivery ) NS) Many days Define 01/19/12 2/28/12 02/21/12 Complete Savings of ~$ Y1 = System below and close Primary 80 million Uptime to 85% Measure 2/21/12 5/15/12 5/1/2012 Complete annually Analyze 5/7/2012 6/30/12 6/21 / 2012 Complete Y2 = Goodwill, Percentage Brand value, Improve 6/21/12 7/30/12 7/29/12 Complete Secondary customer 0.19% Increase in complaints per sales volume day Control 7/29/2012 9/30/12 09/07/2012 Complete
  • 7. 7 Process Flow Map 1 • Request for product received 2 • Request is transmitted via the Internet 3 • System processes & filters information for vendor selection 4 • Result is transmitted via the internet 5 • Customer purchases the product on receipt of result
  • 8. 8 Lean Opportunities  Implementing 5S  Sort  All items need to be labeled, color coded, organized and stored for ease of access  Straighten  No cabling or bundling of wires leading to chaos  No labeling of wires which implies that there is no indication of the hardware it belongs to  Shine  Server room & workstations need to be organized and freed of all clutter  Accumulation of dust leading to damage of server parts and network jams, power & temperature fluctuations
  • 9. 9 Lean Opportunities  Standardize  All procedures to be standardized including procurement of parts, maintenance schedules and procedures of hardware and software and maintenance of the server room temperature  Sustain  Training of the staff to drive LEAN thinking and culture throughout the organization
  • 10. 10 Lean Opportunities  Removal of 7 Deadly wastes  Identification of Non Value Adding (NVA) steps in the detailed process flow map so as to eliminate the seven deadly wastes as applicable to the service industry
  • 11. 11 Measure Phase  Detailed Process Map  Pareto Chart  Graphical and statistical data  Process Capability measurement and analysis  Correlation analysis between metrics
  • 13. 13 Statistical & Graphical data  The following graphs indicate the uptime % of 10 systems for the past 90 days as well as days that the average uptime % fell below 85%.  These graphs provide different views of the same information, as will be shown.
  • 14. 14 Histogram Percentages of uptime of less than 85 % are circled in red. The bell curve is very wide, indicating that the data has a high variance.
  • 15. 15 Boxplot Boxplot of % Uptime for 10 systems 100 % Uptime for 10 systems 95 90 85 80
  • 16. 16 Dotplot Dotplot of % Uptime for 10 systems 81 84 87 90 93 96 99 % Uptime for 10 systems  Out of 90 days of data, there are three data points which have been circled, with an uptime of less than 85%.  There are quite a few data points near the 85% mark, indicating a high possibility of operating at less than 85% resulting in lost revenue and subjected to possible penalties, loss of good will
  • 17. 17 Statistical Summary Summary for % Uptime A nderson-Darling N ormality Test A -Squared 1.64 P -V alue < 0.005 M ean 93.929 StDev 4.930 V ariance 24.306 Skew ness -0.385648 Kurtosis -0.696147 N 90 M inimum 80.617 1st Q uartile 90.347 M edian 93.911 3rd Q uartile 98.831 80 84 88 92 96 100 M aximum 100.000 95% C onfidence Interv al for M ean 92.897 94.962 95% C onfidence Interv al for M edian 92.640 96.069 95% C onfidence Interv al for StDev 9 5 % C onfidence Inter vals 4.300 5.778 Mean Median 93 94 95 96
  • 18. 18 Process Capability Process Capability of % Uptime LSL P rocess D ata W ithin LS L 85 O v erall T arget * USL * P otential (Within) C apability S ample M ean 93.9293 Z.Bench 1.73 Z.LS L 1.73 S ample N 90 Z.U S L * S tD ev (Within) 5.16056 S tD ev (O v erall) 4.93009 C pk 0.58 O v erall C apability Z.Bench 1.81 Z.LS L 1.81 Z.U S L * P pk 0.60 C pm * 80 84 88 92 96 100 104 O bserv ed P erformance E xp. Within P erformance E xp. O v erall P erformance % < LS L 3.33 % < LS L 4.18 % < LS L 3.51 % > USL * % > USL * % > USL * % T otal 3.33 % T otal 4.18 % Total 3.51  In general a Cpk of 1.33 indicates that the sigma level of the process is 3, and therefore stable.  However, as shown above, the Cpk for the process in question is 0.6, indicating an unstable process.
  • 19. 19 Correlation Between System Downtime and Number of Complaints Fitted Line Plot Daily Number of Complaints = 12.39 - 0.1752 % Downtime for 10 systems - 0.0009 % Downtime for 10 systems**2 + 0.001213 % Downtime for 10 systems**3 25 S 5.29846 R-Sq 2.4% R-Sq(adj) 0.0% Daily Number of Complaints 20 15 10 5 0 0 5 10 15 20 % Downtime for 10 systems
  • 20. 20 Inference  As indicated by the preceding graphs and charts, the process has a high variance which implies that a closer look at the overall process may suggest ways to create a more consistent uptime rate.  The correlation between number of customer complaints to percentage of downtime is insignificant (R Sq =0.024). This implies that the customer complaints could be due to some other factors not under the purview of this project.
  • 21. 21 Analyze Phase  Pareto Chart  Fish Bone Analysis  FMEA  X Sifting  Strategies and Recommendations
  • 22. 22 Pareto Chart 700 120% Pareto Chart 600 100% 500 80% 400 Cumulative Percent 60% Occurences 300 40% 200 100 20% - 0% Network Fail Overload Supplier PartLack of std change proceduresRedundantpatch bad change failure Syatem Network Delay faulty Weather Upgrade change failure syatem failure All other Operator error Client requested No. of occurances 589 378 289 234 189 120 100 50 23 15 0 Cum % 30% 49% 63% 75% 84% 91% 96% 98% 99% 100% 100% % of Total 30% 19% 15% 12% 10% 6% 5% 3% 1% 1% 0% Time Period: 90 days
  • 23. 23 Reading the Pareto  The Pareto Chart shows the following top reasons for low uptime. -Network Failures -System Overloads -Network Delays -Faulty Supplier Parts -Weather  These reasons cumulatively account for possibly 85% of the occurrences of low uptime
  • 24. 24 Fishbone Diagram People Measurement Material No written instructions on website for users Supplier Faulty Parts/switches Operator Error - External System is down Supplier Faulty equipment Topic Name: Network Failure Issues: System Uptime Redundant System Failure No standardized training in all skill sets (list them here) for Technicians Client Requested Change Failure No standard vendor management & procurement Bad Weather and power instability procedures Standardization maintenance process for IDF Closet No standard maintenance schedules & policies Make the closet a clean room environment to eliminate all dust Standardization for IDT Room Machine/Equipment Temperature Policies/Procedures Environment
  • 25. 25 Inferences gleaned from fishbone/RCA  The fishbone shows a concentration of secondary causes under a few primary ones namely:  Machine/Equipment  Environment  Policies and procedures  The root cause (RC) for low uptime could be overcome by working on the above factors
  • 26. 26 FMEA Please open the below link to view FMEA (Failure Mode Effects Analysis) analysis https://docs.google.com/open?id=0B_ndvlEE7EVYU3RCV kt1VHVEX2s
  • 27. 27 Inferences from FMEA  As per the analysis performed and the scores allotted to the various steps of the detailed process flow map, it has been observed that  There are parts of the process adding no value. Elimination of such NVA (non value adding) steps shall result in shorter process times, uncluttering of server usage and in short, better uptime  The high scorers steps in the FMEA shared the reasons for failure which were the same as the ones arrived at from the pareto and fishbone analysis  Network delay  Maintenance schedules  Environment
  • 28. 28 Inferences from FMEA  As per the analysis performed, and the scores allotted to the various steps of the detailed process flow map, there are parts of the process adding no value.  Elimination of such NVA (non value adding) steps shall result in shorter process times, uncluttering of server usage and better uptime. - The FMEA shows that the reasons for failure were the same as the ones arrived at from the Pareto and Fishbone analysis: - Network delay - Maintenance schedules - Environment
  • 29. 29 X Sifting  From the various analyses performed, it has been the following areas have been prioritized for immediate action  Elimination of NVA steps of the process  Implementation of LEAN methodologies which shall address the  Environmental issues  Erratic maintenance schedules  Lack of standard policies & procedures
  • 30. 30 Strategies and Recommendations (Redesigning process flow)  The six sigma team recommends the following for better uptime:  Elimination of NVA/Redesigning of the process flow.  Standardizing procedures and framing of policies where they do not exist in order to streamline the organizational functions and day-to-day activities.
  • 32. 32  The process steps that have been demarcated with a red dotted line comprise of NVA and have been eliminated in the new redesigned process flow.  Iterations and redundant steps of order placement and payment processing have been eliminated to be replaced by a single and more direct ordering and payment system.  The number of steps required to achieve the goal in the loop marked has been reduced to HALF!
  • 33. 33  As a result of the redesigning the process, the following benefits can be realized:  Shortening of process time  Freeing up of server usage time by internal processes (allowing more time for users to interact with it)  Uncluttering of the storage systems
  • 34. 34 Strategies and Recommendations (People)  Training for External Users:  Complete Instructions on home page:  Navigating the site  Live 24-house Customer Service phone and email listed  Training for Vendors working with JDI  Provide vendor with complete instructions on how they use the system when they see an order from a JDI customer  Training for technicians/Customer Service Representatives  Job and task shadowing both technicians and customer service reps to see what is currently being done and said before and AFTER training  Create a training manual for each type of internal technician and post on the intranet for easy access/updating.
  • 35. 35  Training for Internal JDI Employees:  First, explain the changes and the cause for why they are happening so that all employees are onboard  Schedule and complete several live classes over the next month encompassing the entire company. Those who cannot physically be at these sessions can participate by conference call and additional sessions may be necessary for those who cannot attend in person or by phone  Simultaneously schedule managers to receive training in the Five “S’s”  Managers will be responsible for ensuring the timely training of their people in “5 Ss”, understanding that their associates should begin with the ones that focus on their area of responsibility as well as those that
  • 36. 36  will produce almost immediate changes. Managers will distribute hard copy job aids and discuss them aloud with associates and post the job aids on the intranet for quick reference/updating, check associates for understanding before/during/after they make any changes, and ensure they know who to contact with specific questions that the manager may not be able to answer.  JDI trainers will conduct periodic job shadowing and spot testing, to ensure that all associates understand the same information and that all training initiatives are being conducted correctly and the same way by everyone.
  • 37. 37 Strategies and Recommendations ( Policies/Procedures)  Procurement  The six sigma team recommends the following in order to streamline the procurement process  Designing of an SOP for the procurement process  The SOP should take into consideration all critical aspects of the procurement process including  Stock levels  Reorder levels ( based on inventory holding costs vs. cost of running out of material)  Maintenance of a qualified vendor list to serve as back up in times of crisis
  • 38. 38  Adherence to a standard for all quality purposes i.e. Consider a span of time when there has been the no breakdowns in parts/equipment. The specifications of the parts used during that span can be used as a standards for all future procurement purposes  A quality assurance team (however small or big) needs to be put in place to ensure the quality all incoming parts/equipment  Inviting proposals from other vendors for materials and qualifying them (checking against
  • 39. 39 the quality standards and having a trial procurement from them). This would mean having multiple vendors instead of the current unreliable single vendor system  Machine/Equipment  Design Requirements  IT hardware load projections and cabinet load densities(blade servers?)  Electrical and HVAC redundancy options  Fire detection and suppression systems options  Structural requirements(ground floor, or upper floor load issues)  Proximity to utilities for power & cooling
  • 40. 40  Systems Monitoring  Rack level monitoring  Ambient monitoring (temperature and humidity)  Air-conditioning monitoring  Power(Back up and un-interruptible current supply)  Dust and debris removal-schedule for maintenance  Scheduling server maintenance in the wee hours of morning when there is minimal possibility of clients using the system and sending out a notice before starting the maintenance routine
  • 41. 41  Ensuring that the updates for all the systems are synchronized  The following pictures show the effects of implementing 5S in a server room environment
  • 42.
  • 43. BEFORE AFTER
  • 46. 46 Improve Phase  A list the top variables which we believe are significantly impacting the primary problem/s.  Recommend Next Steps for moving into the Control Phase to improve quality of service.
  • 47. 47  As shown previously, there is no significant correlation between the primary metric and the secondary metric.  As a result, the improve phase shall mainly concentrate on the qualitative aspects.
  • 48. 48  Training (use of website for external/internal customers and internal employees for troubleshooting) and annual refresher CBT courses for internal customers as well as spot checks for correct knowledge and customer service skills.  New Policies in regards to standards of quality and service in vendors, equipment and parts.  Quality Assurance Team put in place to ensure the new process is monitored, followed, and keeps track of any new issues.  Machines/Equipment – systems monitoring, redundancy of hardware, fire detectors, proximity to cooling and heating, electrical and HVAC redundancy system, and I.T. hardware load projections. Refer to slides 34 – 41 for more details on the above changes
  • 49. 49 Control Phase  Final data analysis  Statistical Process Controls  Lean Controls
  • 50. 50 Histogram of Final uptime % Normal 40 Mean 98.98 StDev 2.470 N 90 30 Frequency 20 10 0 90 93 96 99 102 105 Final uptime %
  • 51. 51 Histogram of % Uptime, Final uptime % Normal 0.18 Variable % Uptime 0.16 Final uptime % 0.14 Mean StDev N 93.93 4.930 90 98.98 2.470 90 0.12 Density 0.10 0.08 0.06 0.04 0.02 0.00 80 84 88 92 96 100 104 Data  The red curve (after implementing six sigma) shows no percentages of uptime of less than 85 %.  The width of the bell curve has narrowed, indicating a much more stable process. The standard deviation has improved by over 50%.
  • 52. 52 Dotplot of % Uptime, Final uptime % % Uptime Final uptime % 81 84 87 90 93 96 99 102 Data Each symbol represents up to 2 observations. Two major changes can be noted between the sets of dot plots:  There are more data points below 88% in the first dot plot represented.  The data points in the second dot plot represented are more concentrated, indicating a lower variance in the process.
  • 53. 53 Process Capability of Final uptime % LSL P rocess D ata W ithin LS L 85 Ov erall Target * USL * P otential (Within) C apability S ample M ean 98.9849 Z.Bench 6.34 Z.LS L 6.34 S ample N 90 Z.U S L * S tD ev (Within) 2.20616 S tD ev (O v erall) 2.46955 C pk 2.11 O v erall C apability Z.Bench 5.66 Z.LS L 5.66 Z.U S L * P pk 1.89 C pm * 87 90 93 96 99 102 105 O bserv ed P erformance E xp. Within P erformance E xp. O v erall P erformance % < LS L 0.00 % < LS L 0.00 % < LS L 0.00 % > USL * % > USL * % > USL * % Total 0.00 % Total 0.00 % Total 0.00 Sigma level = Cpk x 3 implies that the sigma level of the process after implementing the changes equals 6 (previously <1.8 before implementing changes).
  • 54. 54 Statistical Process Control  Monitoring the process closely so that any significant deviation from the average would need to be investigated immediately.  The six sigma team recommends the usage of one of the basic charts to keep a check on the process.  Sample charts using the current data available has been provided in the next couple of slides.
  • 55. 55 Individual charts  These charts could be used to track the uptime percentages of individual systems on a single day.  This would help eliminate errors on a day-to-day basis.  A sample chart using the current data (daily system uptime percentages over 90 days) has been provided in the next slide.
  • 56. 56 I Chart of Final uptime % 107.5 UCL=105.60 105.0 102.5 2 Individual Value 2 100.0 _ X=98.98 97.5 95.0 92.5 LCL=92.37 1 90.0 1 1 1 10 19 28 37 46 55 64 73 82 Observation  The chart indicates that there are 5 points of concern (in red).  The first set of 3 points are labelled “1”. These points exceed the 3 standard deviation limit and need to be looked into for further action.  The second set of two points are labelled “2”. There are more than 9 points on one side of the mean. This indicates that average is shifting in the positive direction is being maintained consistently at 100% uptime!
  • 57. 57 Xbar charts  X bar, or “the average”, can be used to understand the pattern of averages over a week, month, etc.  Sample charts using the current data available (weekly averages over 3 months) have been provided in the next slide.
  • 58. 58 Xbar Chart of % Uptime 100 UCL=100.08 98 96 Sample Mean _ _ 94 X=93.93 92 90 88 LCL=87.78 1 2 3 4 5 6 7 8 9 10 11 12 13 Sample Tests performed with unequal sample sizes This chart shows that the weekly averages are within acceptable range of the X, or average uptime. Continuous monitoring is required to alert JDI of any deviations from the normal.
  • 59. 59 Lean Controls  Apart from introducing 5S and eliminating 7 deadly wastes, it is important to train the entire organization to think “Lean”.  “Kaizen”, or continuous improvement, has to be adopted by JDI to ensure that the organization remains in step with changing times and needs. Additional training will be required (Change Management class) as well as formal classes in Lean/Kaizen and after-class follow-ups to ensure continuous improvement concepts have been understood and put into place.