Graffiti Restaurent Six Sigma Project Report

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    KINGFAHDUNIVERSITYOFPETROLEUM&MINERALS

    SystemsEngineeringDepartmentISE420SixSigmaProject

    ReducingDeliveryTimeforGraffiti

    Restaurant

    TeamMembersFareedHussein 254603

    RizwanKhan259871KhaledGhofaily256123

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    Team Evaluation Form

    Your name: Fareed 254603 Khaled 256123 Rizwan 259871

    PERSONNEL EVALUATION: Please enter the names of your team members in the first row and complete the following personnelevaluation.1 = Excellent, 2 = Good, 3 = Acceptable, 4 = Marginal, 5 = Unacceptable

    Name of team memberRizwan

    Khan

    Fareed

    Hussein

    Khalid

    Ghofaily

    Attended team meetings 5 4 5

    Was punctual 5 5 5

    Was willing to listen to others 5 5 4

    Gave the project a high priority and willingly accepted

    responsibilities5 4 5

    Helped to identify and clarify problems 4 5 5

    Was willing to discuss disagreement and adapt 4 4 4

    Helped to make sure that everyone understood the solution 5 5 5

    Completed assigned tasks as promised and on time 5 4 5

    Saw what had to be done and did it without prompting or pressure 5 5 4

    1 = Too much (+60%), 2 = Above Average (40%-60%), 3 = Average (25%-40%), 4 = Below Average (15%-25%), 5 = Too little (less 15%)

    Member net contribution 43-2 41-2 42-2

    The most valuable contribution of each team member was Minitab DataAcquisition

    420 tools

    Who is the Most Valuable Player? (you can mark 0 or more) 1 3 2

    TEAM EVALUATION: Evaluate your teams performance on the following dimensions. Assign a score of 1 where you believe your teamsprocess is faulty and a score of 5 where you think your team is functioning well. [5: Highly effective - 1: Ineffective]

    .Decision Making Collaborative Unilateral

    5 4 3 2 1

    Cooperation Members help others out Members do only own work5 4 3 2 1

    Ability to handle

    Conflict/Differences

    Explore and solve conflicts Avoid or ignore

    5 4 3 2 1

    Balance of Participation Balanced workload A few do most of the work

    5 4 3 2 1

    Focus/On Schedule Focused/on schedule Digresses/off schedule

    5 4 3 2 1

    Communication Full, open and spontaneous Don't keep other members informed

    5 4 3 2 1Support Members give others support People do own thing, show no appreciation

    5 4 3 2 1

    Team Spirit Members identify with their team No team spirit

    5 4 3 2 1

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    1

    TABLE OF CONTENTS

    1. INTRODUCTION: ........................................................................................................... 3

    1.1. Background: ................................................................................................................ 3

    1.2. Project Overview: ........................................................................................................ 3

    2. DEFINE: ............................................................................................................................ 4

    2.1. Problem Statement: ..................................................................................................... 4

    2.2. Team Building: ............................................................................................................ 4

    2.3. Graffiti Layout: ........................................................................................................... 4

    2.4. Defining Values: ......................................................................................................... 5

    2.5. Project Metrics: ........................................................................................................... 6

    2.6. Project Process Map (General): ................................................................................... 7

    2.7. Project Objective: ........................................................................................................ 8

    2.8. Project Plan: ................................................................................................................ 8

    2.9. Define Checklist: ......................................................................................................... 8

    3. MEASURE ........................................................................................................................ 9

    3.1. Data Gathering: ........................................................................................................... 9

    3.2. Data Observation: ...................................................................................................... 10

    3.3. Process Capability Analysis: ..................................................................................... 11

    3.4. Gage Study: ............................................................................................................... 12

    3.5. Detailed Process Map: ............................................................................................... 13

    3.6. Summary of Measure: ............................................................................................... 14

    4. ANALYZE: ..................................................................................................................... 15

    4.1. Data Stability Check: ................................................................................................ 15

    4.2. Causes and its Effect (Fishbone Diagram): ............................................................... 16

    4.4. Failure Modes Effect Analysis (FMEA): .................................................................. 17

    4.5. Critical Xs: ............................................................................................................... 18

    4.6. Analyze Summary and Checklist: ............................................................................. 18

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    2

    5. IMPROVE: ..................................................................................................................... 19

    5.1. Xs and their Actions: ............................................................................................... 19

    5.2. Detailed Process Maps (Improved): .......................................................................... 20

    5.3. Improved Data Gathering: ......................................................................................... 22

    5.5. New Process Capability: ........................................................................................... 23

    5.6. Improve Summary and Checklist: ............................................................................. 23

    6. CONTROL:..................................................................................................................... 24

    6.1. Statistical Process Control (SPC): ............................................................................. 24

    6.2. Out of Control Action Plan (OCAP): ........................................................................ 26

    7. CONCLUSION: .............................................................................................................. 28

    APPENDIX I (Project Proposal Form / Questionnaire) ................................................. 29

    APPENDIX II (Improved FMEA) .................................................................................... 30

    APPENDIX III (Old Process Time, N=100) ..................................................................... 31

    APPENDIX III (Old Process Time, N=100) ..................................................................... 32

    APPENDIX IV (Improved Process Time, N=50) ............................................................. 33

    APPENDIX V (Gage R&R Data, observations=3) .......................................................... 34

    APPENDIX VI (Log-Sheet) ............................................................................................... 35

    APPENDIX VII (Evaluation Sheet) .................................................................................. 36

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    2. DEFINE:

    2.1. Problem Statement:

    Graffiti restaurant was established in 2009 and at its initial stages the restaurant

    earned a great deal of profit. After some time, the restaurant gradually started to lose their self

    motivation and eventually began losing its customer. The main reason for losing the

    customers was delay in on-call order deliveries. Our team surveyed the restaurant and

    noticed that during the past year, the average number of deliveries with complaints per order

    has increased by 20%. It was observed that the average duration time from cooking the

    order placed by the customer to the time receives the order is 69 minutes. This project

    identifies several reasons for this delay in order deliveries and provides solutions to reduce

    them.

    2.2. Team Building:

    We formed a cross-functional team and used the Six Sigma DMAIC problem solving

    process to identify opportunities for improvement. First, we conducted a qualitative process

    analysis to identify potential causes for the number of complaint orders. Next, we set up a

    data collection plan at the restaurant. Here, we conducted an observational study over a two

    and a half month period of various key input variables versus the number of complaint orders

    to determine the major causes of the increase in delay of deliveries. From this study, we were

    able to identify several recommendations for our Graffiti Restaurant.

    2.3. Graffiti Layout:

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    2.4. Defining Values:

    Following are some defining values that were taken into consideration for

    understanding the problem in depth.

    Who is the customer?

    The main customers of the restaurant are the students of KFUPM.

    Customer Requirements (VOC):

    Customer wants the quality food within the promised timings of delivery.

    What is Critical to Satisfaction (CTS)?

    The time of arrival of orders to the customers is critical to satisfy. Therefore, voice of

    the customer (VOC) has to be satisfied.

    Current Project Outputs (Y):

    Our motive is to reduce the process variation in order to meet customers satisfaction.

    Baseline Unit:

    Time(minutes) per Delivery

    Defect Definition:

    The duration from cooking the order placed by the customer to its delivery is greater

    than 75 minutes.

    Project (Y) Specifications:

    Time from ordering the food to the time customer receives should be less than or

    equal to 75 minutes.

    Project focus:

    Our project focuses the 6 frequently delivered food item to the customer at his home.

    We are dealing with on-call deliveries.

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    2.6. Project Process Map (General):

    Following flow chart shows the general process map of the graffiti restaurant.

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    2.7. Project Objective:

    Since the data shows that the current average delivery time is 69.07 minutes. Our

    project objective is to reduce the defect rate of delay in order deliveries of the Graffiti

    restaurant by 27%.

    2.8. Project Plan:

    To plan the projects objective we built a Gantt chart to time line our team effort into

    following segments:

    2.9. Define Checklist:

    Customer KFUPM Students

    VOC Delivery of quality food with promised timings.

    CTS VOC should be satisfied.

    Project Y specifications Delivery 75 minutes

    Project Metrics TPY = 90% PPM = 110,000.

    Process Map General

    Project Objective Reduce defect rate of delivery by 27%.

    Project Plan Gantt Chart

    GANTTCHARTActions Week

    1 Week2 Week3 Week4 Week5 Week6 Week7 Week8 Week9 Week10Define

    MeasureAnalyzeImproveControl

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    3. MEASURE

    3.1. Data Gathering:

    Our team gathered the data by taking 100 observations for each stage of the process

    map. Each of our project team members was assigned to a certain task for observing the time

    through the stop watch to a particular stage of the process. We gathered the data in the

    following four stages:

    1. First, each of our team members recorded 3 observations of the cooking time for

    these 6 frequently ordered food items. We took the average time of cooking of

    each food item and generated the Pareto-chart to see the time consumption for

    each of them.

    2. Then, the cooking time per order was calculated from the past 100 ordering slips

    generated from the POS (Point of Sales) machine, provided by the restaurant.

    Eventually, the average cooking time per order was found to be 53.84 minutes per

    order.

    3. After that, we gave the responsibility to the driver to record his time for delivery

    from the restaurant to the customer for these 100 home delivery orders and we

    found the average time taken by the car to deliver an order is 15.23 minutes.

    4. Finally, we computed the time taken for the order per delivery for each

    observation and the average came out to be 69.07 minutes.

    Following is the Pareto-Chart that shows the average time consumption for each food

    item as observed by our team.

    AverageTimeofCooking

    0

    2

    4

    6

    8

    10

    12

    14

    16

    18

    Pizza MeatSub ChickenSub HotDogs Fries Drinks

    TIME

    Pizza 16.94MeatSub 8.93

    ChickenSub 7.57HotDogs 6.5

    Fries 4.2Drinks 0.3

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    3.2. Data Observation:

    Through the 100 POS slips, we recorded the number of food items per order and put

    them in excel sheet to plot a Pareto-Chart and see the frequency of orders. Following graph

    shows the frequency of orders the 6 food delivered orders.

    After gathering all the data, we checked it through Minitab software to observe the

    behavior that the data is clean or dirty. We plotted for the cooking time, delivery time and the

    total time before the improvements. Following are the results that were come out from

    Minitab.

    9080706050

    99.9

    99

    90

    50

    10

    1

    0.170605040

    99.9

    99

    90

    50

    10

    1

    0.1

    18.016.515.013.512.0

    99.9

    99

    90

    50

    10

    1

    0.1

    Old Grafitti Time

    Percent

    Cooking TimePer Order

    Delivery Time Per O rder

    Mean 69.07

    StDev 4.970

    N 100

    A D 0.402

    P-Value 0.353

    Old Grafitti Time

    Mean 53.84

    StDev 4.862

    N 100

    A D 0.316

    P-Value 0.537

    Cooking TimePer O rder

    Mean 15.23

    StDev 0.8584

    N 100

    AD 0.203

    P-Value 0.873

    Delivery Time Per O rder

    Probability Plot of Ol d Grafitti, Cooking Time, Deliver y TimNormal - 95% CI

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    3.3. Process Capability Analysis:

    To do the capability analysis of the current process of the graffiti restaurant, our team

    entered the data for 100 observations in the Minitab and specified the upper and lower

    specification limits by surveying 20 students.

    858075706560

    USL

    LSL *

    Target *

    USL 75

    Sample Mean 69.0733

    S ample N 100

    StDev (Within) 4.98244StDev (Ov erall) 4.98244

    Process Data

    Z.Bench 1.19

    Z.LSL *

    Z.USL 1. 19C pk 0.40

    Z.Bench 1.19

    Z.LSL *

    Z.USL 1. 19

    Ppk 0.40

    C pm *

    Ov erall C apability

    Po tential (Within) C apability

    PPM < LSL *

    PPM > USL 110000.00

    PPM Total 110000.00

    O bserved Performance

    PPM < LSL *

    PPM > USL 117118.06

    PPM Total 117118.06

    Exp. Within Performance

    PPM < LSL *

    PPM > USL 117118.06

    PPM Total 117118.06

    Exp. Ov erall Performance

    Within

    Overall

    Process Capability of Total Time

    The upper specification was set as 75 minutes as it is coming from the survey but the

    lower specification was undefined because in our case the customer is satisfied anytime

    below 75 minutes. According to the process capability chart, we found thezbench = 1.19 and

    the sample mean came out to be 69.07 for N=100. So our total PPM = 117118.06. Therefore,

    the restaurants process is highly in need of some improvements.

    Our team pointed out some critical stages of the process that can be improved easily.

    So, to understand the process in depth, we built the detailed process maps for the processes

    that take more time for cooking as we can see in the average time of cooking chart. The next

    pages will show the detailed process maps of the main consuming time process which include

    Pizza, Meat sub and Chicken sub.

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    3.4. Gage Study:

    To check if our reading gage has taken the correct measurements, our team has done a

    gage study. For computing the gage study we assigned the operators and the parts as follows

    and observed the Minitab output as:

    Percent

    Part-to-PartReprodRepeatGage R&R

    100

    50

    0

    % Contribution

    % Study Var

    % Tolerance

    Sam

    pleRange

    2

    1

    0

    _R=0.773

    UCL=1.990

    LCL=0

    1 2 3

    Sam

    pleMean

    20

    10

    0

    __X=7.37UCL=8.16LCL=6.58

    1 2 3

    part

    654321

    20

    10

    0

    op

    321

    20

    10

    0

    part

    Average

    654321

    20

    10

    0

    1

    2

    3

    op

    Components o f Var ia t ion

    R Cha r t by op

    Xba r Cha r t by op

    t ime by pa r t

    t ime by op

    op * par t In terac t ion

    GA UGE R&R

    By looking at the components of variation chart, part to part variation is larger than the

    Gage R&R. The output of the part to part variation exceeds the allowable tolerance. Our

    measurement devices and our ability to measure the data is in excellent condition.

    Notations Operators Parts

    1 Rizwan Meat Sub

    2 Khaled Chicken Sub

    3 Farid Hot Dogs

    4 Drinks

    5 Pizza

    6 Fries

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    3.5. Detailed Process Map:

    Meat Sub Detailed Process Map

    Chicken Sub Detailed Process Map

    MeatSubPROCESSAverage 8.4min/BeefSubMax 12.5 min/BeefSubMin 9.2 min/BeefSub

    ChickenSubPROCESSAverage 7.6min/ChickenSubMax 10 min/ChickenSubMin 6.5 min/ChickenSub

    Collect the recipt Read the order Walk back Open the BreadDrawer Take the breadpiece(s) Close the drawer

    Collect the beeffrom Fridge

    Place it on oven Cook beef Place salad

    Place beef

    Close SandwichWrap thesandwich

    Is saladavailable/Does

    the orderrequire Salad

    Acquire salad

    Is the wrapsready

    Pull wraps fromdrawer

    Open Salad Bar Close Salad Bar

    Put in a Bagalong with slip

    Go to Storageopen door

    Close storageroom and return

    2.5 s1.5 s 2.1 s 1 s 1.5

    1 s

    5 s10 s

    yes

    No

    15 s

    3 s 9 s 3 s7 s

    4 s

    yes

    No

    5 s2.5 s

    7 s 6 s 6 s

    9 m

    Collect the recipt Read the order Walk backOpen the Bread

    Drawer

    Take the bread

    piece(s)Close the drawer

    Collect the

    Chicken fromFridge

    Place it on oven Cook checkin Place salad

    Place chicken

    Close SandwichWrap thesandwich

    Is saladavailable/Does

    the order

    require Salad

    Acquire salad

    Is the wrapsready

    Pull wraps fromdrawer

    Open Salad Bar Close Salad Bar

    Put in a Bagalong with slip

    Go to Storageopen door

    Close storageroom and return

    2.5 s1.5 s 2.1 s 1 s 1.5

    1 s

    5 s10 s

    yes

    No

    15 s

    3 s 9 s 3 s7 s

    4 s

    yes

    No

    5 s2.5 s

    7 s 6 s 6 s

    7 m

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    4. ANALYZE:

    4.1. Data Stability Check:

    In order to check the stability of data, our team constructed a individual moving-range

    control chart and x-bar chart. We have inserted the data for the current process of total

    delivery time, in the Minitab to observe the variation of the process. Following is the Minitab

    output:

    Obse r va t i on

    IndividualValue

    9181716151413121111

    80

    70

    60

    _X=69.07

    UC L=82.78

    LCL=55.37

    Obse r va t i on

    MovingRang

    e

    9181716151413121111

    20

    15

    10

    5

    0

    __MR=5.15

    UC L=16.84

    LCL=0

    6

    1

    5

    111

    I-MR Chart of Total Time

    By observing our moving range chart, we found 3 assignable causes that are out of the

    control limits which are unexplainable. This proves that our process is out of control and

    necessary action must be taken into consideration. Hence, there is no need to observe the x-

    bar chart since the process in an unstable condition.

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    4.2. Causes and its Effect (Fishbone Diagram):

    Following is the fishbone diagram obtained from several brainstorm sessions that

    shows the main causes and its effects for our objective.

    Long Delivery Time

    Method

    Man Power

    Machine

    Material

    Unorganized process (s)

    Lack of Supervision (s)

    Lack of Technology (c)

    Out Dated (c)

    Machine Breakdowns (c)

    Electricity Cut downs (n)

    Few Employees (c)

    Untrained (c)

    Different Nationalities (c)

    Few Utensils (c)

    Expired (n)

    Delay Supplies (c)

    Enviroment

    Prayer Time (n)

    Congested place (n)

    Poor AC (c)

    n Noise Factors

    s Standard Procedure Factors

    c Controlable Factors

    According to this diagram; we generated the possible causes of increase in delivery time

    including: inefficient processes, untrained workers and poor delivery system.

    4.3. Assessing Various Factors:

    Following are the factors that were assessed by the team and found to be process

    deficiencies and points that can be improved, and shall result in better performing parameters.

    Therefore we concentrated on improving these deficiencies which we have predicted to defer

    the performance of the process on a proper scale.

    Time to prepare Dough for Pizza

    Route taken by the driver

    Time to cook Beef

    Time to cook Chicken

    Salad Bar run outs

    Bread Location

    Packaging Pizza Box location

    Wraps location

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    4.4. Failure Modes Effect Analysis (FMEA):

    Based on our factor assessment and fishbone diagram; our team developed an FMEA

    to identify in which ways our process can exceed the allowed delivery time and lose customer

    satisfaction. We have defined an RPN>200 to be of serious concern for our processes.

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    4.5. Critical Xs:

    The critical xs which follow the criteria (RPN>200) and have a severe impact on our

    delivery time are the following:

    1) (Order Delivery) Long cycle time for preparing the order

    2) (Meat sub Cooking) Time for cooking the meat is taking too long.

    3) (Pizza Cooking) Time for making the dough is high.

    4) (Delivery process) Position of the car is causing the major delay.

    5) (Salad Preparation) When the salad bar is consumed the acquisition of the salad items

    is long.

    4.6. Analyze Summary and Checklist:

    In summary we have analyzed all possible xs and discarded the uncritical ones

    through fishbone diagram and FMEA. We have verified the assignable causes through

    control charts. In the Improve Phase we will provide the necessary actions taken against our

    critical xs and show whether or not any improvements will be made.

    Checklist:

    Data Stability Check I-MR Chart.

    Causes & Effect of the Process Fishbone Diagram

    FMEA Observe RPN>200.

    Critical Xs Order delivery

    Meat sub cooking

    Pizza Cooking, Delivery Process

    Salad Preparation

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    5. IMPROVE:

    This phase will discuss the proposed improvements that were taken place at the

    Graffiti restaurant.

    5.1. Xs and their Actions:

    By making our FMEA chart, our team has proposed solutions or actions to be made at

    the restaurant. Below is the list of actions that were considered for improving of the process

    versus their critical xs:

    Sr. No. Critical X's Actions

    1Long cycle time for preparing the

    orderPeriodic training of workers

    2Time for cooking the meat is

    taking too long

    Reposition bread location, half cook beef

    between shifts,

    3Time for making the dough is

    high

    Cutting pizza dough according to weight,

    prepare boxes and plates,

    4 Position of the car is causing themajor delay

    Assigning delivery car inside KFUPMparameters, Install Red light alert at

    delivery pickoff

    5

    When the salad bar is consumed

    the acquisition of the salad items

    is long

    Auto-replenishment during idle time

    These improvements have been proposed to Graffiti management and will be

    implemented in the future. For assigning the car inside the campus, the restaurant has

    implemented this solution in order to save time. Our team measured the improved time as a

    trial to measure the expected data for 50 observations. The FMEA chart has been updated and

    we have recalculated our RPN. Next, we will show our improved process maps with the

    calculated time.

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    5.2. Detailed Process Maps (Improved):

    Following are the detailed process maps after doing some changes in the current

    process by the help of the critical xs.

    Improved Meat Sub Process:

    Improved Chicken Sub Process:

    Imp.Meat SubPROCESS

    Average 7.9min/BeefSubMax 8.68 min/BeefSubMin 6.95 min/BeefSub

    Imp.Chicken SubPROCESS

    Average 6.9min/ChickenSubMax 8.26min/ChickenSubMin 5.89 min/ChickenSub

    Collect the receipt Read the order Walk backOpen the Bread

    DrawerTake the bread

    piece(s)Close the drawer

    Collect the beeffrom Fridge

    Place it on oven Cook beef Place salad

    Place beef

    Close SandwichWrap thesandwich

    Is saladavailable/Does

    the orderrequire Salad

    Acquire salad

    Is the wrapsready

    Pull wraps from

    drawer

    Open Salad Bar Close Salad Bar

    Put in a Bag alongwith slip

    Go to Storage

    open door

    Close storage

    room and return

    2.5 s1.5 s 2.1 s 10 s 1.5

    10 s

    5 s10 s

    yes

    No

    15 s

    3 s 9 s 3 s7 s

    4 s

    yes

    No

    5 s2.5 s

    7 s 6 s 6 s

    7 m

    Bread has to beready cut in an

    accessible place

    Salad must beprepared

    frequently duringfree time

    Wraps must beprepared

    frequently duringfree time

    Half cook the beef

    Collect the

    reciptRead the order Walk back

    Open the Bread

    Drawer

    Take the bread

    piece(s)

    Close the

    drawer

    Collect the

    Chicken fromFridge

    Place it onoven Cook chicken Place salad

    Place chicken

    Close

    Sandwich

    Wrap the

    sandwich

    Is salad

    available/Does

    the orderrequire Salad

    Acquire salad

    Is the wraps

    ready

    Pull wraps from

    drawer

    Open Salad BarClose Salad

    Bar

    Put in a Bag

    along with slip

    Go to Storage

    open door

    Close storage

    room andreturn

    2.5 s1.5 s 2.1 s 1 s 1.5

    1 s

    5 s10 s

    yes

    No

    15 s

    3 s 9 s 3 s7 s

    4 s

    yes

    No

    5 s2.5 s

    7 s 6 s 6 s

    5 m

    Bread has to beready cut in an

    accessible

    place

    Salad must beprepared

    frequently

    during free

    timeWraps must be

    preparedfrequently

    during free

    time

    Defrost chicken

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    Improved Pizza Process:

    Imp.PizzaPROCESSAverage 12.87min/PizzaMax 13.90 min/PizzaMin 11.98min/Pizza

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    5.3. Improved Data Gathering:

    Our team gathered the data by taking 50 observations of the orders after doing the

    improvements. These improvements have been implemented temporarily as an experiment to

    generate new time for the critical xs. Each of our project team members was assigned to acertain task for observing the time through the stop watch to a particular stage of the process.

    We gathered the data in the following four stages:

    1. First, each of our team members recorded 10 observations of the cooking time for

    these 6 frequently ordered food items. We took the average time of cooking of

    each food item.

    2. The cooking time per order was calculated from 50 ordering slips generated from

    the POS (Point of Sales) machine, provided by the restaurant. Eventually, the

    average cooking time per order was found to be 51.84 minutes per order.

    3. After that, we gave the responsibility to the driver to record his time for delivery

    from the restaurant to the customer for these 50 home delivery orders and we

    found the average time taken by the car to deliver an order is 7.15 minutes.

    4. Finally, we computed the time taken for the order per delivery for eachobservation and the average came out to be 59.01 minutes.

    5.4. Test of Hypothesis:

    After making the necessary improvements we would like to prove that the difference

    between the old and new mean of the process is considered significant. We will perform a

    one-sided 2-sample t-test in Minitab and check the p-value.

    Our P-value>0.05

    which means we fail to

    reject that there is

    significant difference

    between our means.

    The mean and standard

    deviation of the

    improved process have

    been decreased.

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    5.5. New Process Capability:

    From the improved data, we recalculated our process capability and found our z-

    bench = 4.68 which is reasonably high as compared to the previous one. The standard

    deviation has decreased by 1.57. Therefore the reduction percentage is approximately 31%.

    726864605652

    USL

    LSL *

    Target *

    USL 75

    Sample Mean 59.0127

    Sample N 50

    StDev(Within) 3.41418

    StDev(Ov erall) 3.41418

    Process Data

    Z.Bench 4.68

    Z.LSL *

    Z.USL 4.68

    C pk 1.56

    Z.Bench 4.68

    Z.LSL *

    Z.USL 4.68

    Ppk 1.56

    C pm *

    O v erall C apability

    Potential (Within) C apability

    PPM < LSL *

    PPM > USL 0.00

    PPM Tota l 0.00

    O bserv ed Performance

    PPM < LSL *

    PPM > USL 1.42

    PPM Tota l 1.42

    Exp. Within Performance

    PPM < LSL *

    PPM > USL 1.42

    PPM Total 1.42

    Exp. Ov erall Performance

    Within

    Overall

    Process Capability of C1

    5.6. Improve Summary and Checklist:

    In summary we have analyzed all possible xs and discarded the uncritical ones

    through fishbone diagram and FMEA. We have verified the assignable causes through

    control charts. In the Improve Phase we will provide the necessary actions taken against our

    critical xs and show whether or not any improvements will be made.

    Checklist:

    Xs and their Actions Actions taken for improving the critical Xs.

    Process Maps Detailed and Improved

    Improved FMEA Appendix II.

    Test of Hypothesis Old vs. New Process

    New Process Capability z-bench = 4.68

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    6. CONTROL:

    Our improvements have shown Cpk = 1.56 which translates to our process ability to

    meet its specifications. We calculated our new average time for 50 observations for the

    improved delivery process which is = 59.01 minutes. In this phase, we will construct an I-MR

    chart to check whether the process is in statistical control. In addition we will provide an

    action plan to show how our xs are controlled before impacting the customer.

    6.1. Statistical Process Control (SPC):

    Based on our improved data we constructed an I-MR chart as on-line surveillance

    technique to detect any assignable causes if any.

    Obse r va t i o n

    IndividualValue

    464136312621161161

    70

    65

    60

    55

    50

    _X=59.01

    UC L=67.34

    LCL=50.68

    Obse r va t i o n

    M

    oving

    Range

    464136312621161161

    10.0

    7.5

    5.0

    2.5

    0.0

    __MR=3.13

    UC L=10.23

    LCL=0

    1

    6

    I-MR Chart of Improved time

    From the Moving range chart we have observed that there are no unusual patterns in

    the data and our process is stable. However, the X-bar chart indicates that observation

    14gives us the following failed test: 4 out of 5 points more than 1 standard deviation fromcenter line (one side of CL) which cannot be explained. For observation 39, the following test

    failed:

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    One point more than 3.00 standard deviations from center line.

    Test Failed at points: 39

    The above chart represents the point where the test was failed. This failure was

    observed to be the machine breakdown causing the point falling out of the UCL. However,

    we have noticed that the rest of the process was stable and in control.

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    6.2. Out of Control Action Plan (OCAP):

    Consequently, the routine and the attentive use of control charts will identify

    assignable causes. In identifying and eliminating assignable causes, it is important to

    underlying root cause of the problem and to attack it. We have developed an effective systemfor corrective action (OCAP) as shown below.

    Out of Control

    Is the ordercorrectly

    taken

    Is the Doughcut accordingto standards

    Is the beefhalf cooked

    Is the Chickendefrosted

    Is the Saladitems

    available

    Is the driveravailable

    Discard Data

    Report tooperationsmanager

    Send Staff topurchase- Pity

    cash

    Alert Driver andestimate time forcustomer order

    IncreaseTemperature for

    cooking

    Send Dough plateto Rework

    Boil to defrost

    Which testfailed

    Enter Comment in log describing Data

    No

    yes

    Range

    Average

    No

    Yes

    No

    Yes

    No

    Yes

    yes

    No No

    Yes

    Average

    Average

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    The previous flowchart describes the sequence of the critical xs that might take place

    following the occurrence of an activating event. This chart focuses on temperature of the food

    and cycle time for preparation.

    In conclusion, the mean of the total delivery time will be monitored with an x-bar

    control chart and the process variability will be monitored with R-chart. If the R-chart

    exhibits an out of control signal, the staff is directed to contact operations manager

    immediately. However, if the X-bar control chart exhibits an out of control signal the cooks

    will be directed to the following settings

    1) Check the temperature settings for the oven and adjust accordingly.

    2) Check if the chicken is defrosted.

    3) For the Pizza, Check if the dough is cut according to the standards.

    If any of the unusual actions occur, the employees of the restaurant are trained and

    encouraged to write all comments in a logbook describing what happened, why it happened

    and how it happened. The log-sheet involves the following:

    What was the name of the operator?

    What process he was involved?

    What was the action taken to resolve the problem and why?

    What was the date and time?

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    7. CONCLUSION:

    The project objective was to reduce the defect rate of delay in order deliveries of the

    Graffiti restaurant by 27%. Using the six-sigma approach and tools, we were successful in

    reducing the average process cycle time from 69 minutes to 59 minutes which is a reduction

    of 14.4%. A summary of our process capability parameters are as follows:

    Total Delivery

    time

    Mean (min) Standard

    deviation

    Parts per Million Z-bench (long

    term)

    Old Process 69.07 4.98 117118.06 1.19

    Improved Process 59.01 3.41 1.42 4.68

    All in all, our team suggested the following improvements to be fully implemented to

    the restaurant management. We have built an action plan to be used in the restaurant by the

    employees. Also, we will provide the restaurant with a log-sheet incase of any out of control

    events.

    The project was carried out in 5 phases of six-sigma approach i.e. Define, Measure,

    Analyze, Improve and Control. Each phase was done accordingly to the plan and brought

    forth with the proper statistical tools using Minitab. The improvised study of six-sigma

    helped the restaurant to approach their high quality standard and satisfying their customers in

    every aspect.

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    APPENDIXI(ProjectProposalForm/Questionnaire)

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    APPENDIXII(ImprovedFMEA)

    Key Process Step

    or Input

    Potential Failure

    Mode

    Potential Failure

    Effects

    S

    E

    V

    Potential Causes

    O

    C

    C

    Current Controls

    D

    E

    T

    R

    P

    N

    Actions

    RecommendedResp.

    Receive Order Place wrong order order rejection

    9

    Cashier's careless

    6

    None

    3 162

    Penalize worker

    after getting 3

    orders

    incorrect/week

    Rest. Manager

    Cashier's Screen

    does not include

    specific items

    Delay and error in

    order4

    Lack of

    Technology5

    None

    5 100

    Updating screen

    software

    Staff

    Prepare Order unavailable Staff,

    Machine

    breakdown,

    Untrained

    Employee

    Delay in cooking

    food

    9

    Lack of

    Supervision,

    laziness, No

    machine

    maintenance

    5

    None

    5 225

    None

    Implementing

    Order(Pizza)

    Pizza dough>

    specified

    Burnt Pizza

    9

    Unprecise cut of

    Dough size 4

    None

    1 36

    Cutting Pizza

    dough acording to

    weight

    Cook

    Time for

    preperation is long

    Loss of good will

    9

    Unorganized

    process8

    Rearrangment

    4 288

    Prepare ready

    plates

    Staff

    Time is wastedattaining boxes

    Longer Cycle time6

    ineffeitiantprocess 9

    Rearrangment4 216

    Prepare sideboxes

    Staff

    Long queue Delay in order

    6

    Shortage of

    machinery4

    Preparing pizza in

    a slower fasion3 72

    Introduce new

    machine to work

    in parallel

    Rest. Owner

    Implementing

    Order(Meat Sub)

    Acquisition of

    bread takes too

    long

    unnecessery time

    8

    Arrangement of

    facility 9

    None

    4 288

    Reposition Bread

    location

    Staff

    Beef takes longer

    time than chicken

    Delay in order

    7

    Cooking time for

    beef in longer 9

    Defrosting beef

    before hand 5 315

    Half cook beef

    between shifts

    Rest. Manager

    Implementing

    Order(Chicken

    Sub)

    Acquisition of

    bread takes too

    long

    unnecessery time

    8

    Arrangement of

    facility 9

    None

    4 288

    Reposition Bread

    location

    Staff

    Del iver Order Unorganized

    delivert Process

    Delay in delivery,

    Damaged food5

    Lack of

    coordination, less

    drivers6

    None

    8 240

    Assiging Car in

    optimal parking

    zone

    Farid

    ready ordersscattered

    Dealy in pick off

    4

    Lack of spaceutilization

    7

    None

    2 56

    Assigned a pickoffpoint for quciker

    pickup

    Rest. Manager

    Preparing Salad

    Bar

    when salad is out,

    replenishment is

    time consuming

    Unneeded added

    time to cycle6

    Lack of process

    organization7

    Replinshment

    9 378

    Auto replinshment

    in idel tine

    Staff

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    APPENDIXIII(OldProcessTime,N=100)

    MeatSub

    Avgtime

    Chick

    enSu

    b

    Avgtime HotDogs Avgtime Pizza Avgtime fries Avgtime Drinks Avgtime Total Delivery

    Total+

    Delivery

    (min)

    1.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 6.00 4.20 5.00 0.30 63.77 15.92 79.69

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 57.94 13.44 71.38

    1.00 8.93 2.00 7.57 2.00 6.50 1.00 16.94 2.00 4.20 4.00 0.30 63.61 15.33 78.94

    0.00 8.93 1.00 7.57 1.00 6.50 2.00 16.94 1.00 4.20 0.00 0.30 52.15 14.86 67.01

    1.00 8.93 1.00 7.57 0.00 6.50 1.00 16.94 4.00 4.20 5.00 0.30 51.74 15.34 67.08

    1.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 50.37 14.88 65.25

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 51.01 15.95 66.96

    0.00 8.93 1.00 7.57 0.00 6.50 2.00 16.94 3.00 4.20 2.00 0.30 54.65 14.79 69.44

    2.00 8.93 1.00 7.57 2.00 6.50 0.00 16.94 5.00 4.20 5.00 0.30 60.93 15.07 76.00

    1.00 8.93 0.00 7.57 2.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 69.31 15.81 85.12

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 52.08 14.69 66.77

    0.00 8.93 1.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 56.95 13.76 70.71

    2.00 8.93 0.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 48.86 14.85 63.71

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 52.08 15.12 67.20

    0.00 8.93 0.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 2.00 0.30 43.14 15.58 58.72

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 51.01 15.27 66.28

    2.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 4.00 0.30 55.10 14.87 69.97

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 53.44 15.43 68.87

    1.00 8.93 1.00 7.57 0.00 6.50 2.00 16.94 2.00 4.20 3.00 0.30 59.68 13.56 73.24

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 53.44 15.35 68.79

    0.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 50.08 14.67 64.75

    0.00 8.93 0.00 7.57 0.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 47.38 15.64 63.02

    1.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 58.31 15.07 73.38

    1.00 8.93 1.00 7.57 3.00 6.50 0.00 16.94 5.00 4.20 4.00 0.30 58.20 14.98 73.18

    0.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 53.88 16.98 70.86

    1.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 59.94 16.44 76.38

    2.00 8.93 0.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 48.86 15.46 64.32

    1.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 5.00 4.20 5.00 0.30 59.57 15.91 75.48

    1.00 8.93 1.00 7.57 0.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 59.38 15.36 74.74

    0.00 8.93 1.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 56.95 15.46 72.41

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 52.08 16.66 68.74

    2.00 8.93 1.00 7.57 0.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 55.87 14.69 70.56

    1.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.51 15.22 69.73

    0.00 8.93 1.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 56.95 15.62 72.57

    0.00 8.93 0.00 7.57 2.00 6.50 2.00 16.94 1.00 4.20 2.00 0.30 51.68 14.85 66.53

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 52.08 14.39 66.47

    1.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 55.07 15.51 70.58

    1.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.51 14.61 69.12

    1.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.51 16.15 70.66

    0.00 8.93 0.00 7.57 2.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 55.88 15.08 70.96

    1.00 8.93 0.00 7.57 2.00 6.50 1.00 16.94 2.00 4.20 2.00 0.30 47.87 16.22 64.09

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 52.08 14.27 66.35

    0.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 1.00 0.30 49.08 15.03 64.11

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 4.00 4.20 3.00 0.30 55.21 15.79 71.00

    1.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 5.00 4.20 5.00 0.30 59.57 16.28 75.85

    1.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 58.31 16.23 74.54

    2.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 2.00 4.20 2.00 0.30 50.30 17.35 67.65

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 53.44 15.18 68.62

    2.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.80 16.12 70.92

    0.00 8.93 1.00 7.57 0.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 54.95 15.98 70.93

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 56.58 13.99 70.57

    1.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 0.00 4.20 1.00 0.30 46.74 13.78 60.52

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    APPENDIXIII(OldProcessTime,N=100)

    1.00 8.93 0.00 7.57 0.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 43.87 16.34 60.21

    1.00 8.93 1.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 47.50 14.76 62.26

    1.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 2.00 0.30 54.47 15.01 69.48

    0.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 49.01 14.34 63.35

    0.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 5.00 4.20 4.00 0.30 50.34 16.01 66.35

    2.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.80 14.48 69.28

    1.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 2.00 4.20 3.00 0.30 50.31 14.23 64.54

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 51.01 15.97 66.98

    0.00 8.93 0.00 7.57 2.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 55.88 15.46 71.34

    1.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 59.01 15.61 74.62

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 51.01 15.71 66.72

    2.00 8.93 1.00 7.57 0.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 55.87 16.21 72.08

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 51.01 16.39 67.40

    0.00 8.93 0.00 7.57 2.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 47.94 15.29 63.23

    2.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 4.00 0.30 55.10 14.99 70.09

    0.00 8.93 1.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 56.95 13.87 70.82

    0.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 53.88 14.53 68.41

    1.00 8.93 2.00 7.57 1.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 48.57 14.64 63.21

    2.00 8.93 0.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.80 14.74 69.54

    1.00 8.93 0.00 7.57 2.00 6.50 1.00 16.94 1.00 4.20 3.00 0.30 43.97 16.89 60.86

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 5.00 4.20 5.00 0.30 62.44 16.23 78.67

    0.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 53.88 14.79 68.67

    0.00 8.93 1.00 7.57 0.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 54.95 13.18 68.13

    1.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 54.51 15.49 70.00

    0.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 46.14 15.67 61.81

    1.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 58.31 14.17 72.48

    0.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 5.00 4.20 5.00 0.30 54.58 13.96 68.54

    0.00 8.93 1.00 7.57 2.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 55.51 14.48 69.99

    0.00 8.93 0.00 7.57 2.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 55.88 14.19 70.07

    0.00 8.93 2.00 7.57 0.00 6.50 1.00 16.94 5.00 4.20 5.00 0.30 54.58 15.71 70.29

    0.00 8.93 2.00 7.57 0.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 58.02 15.10 73.12

    0.00 8.93 2.00 7.57 2.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 46.14 13.56 59.70

    0.00 8.93 1.00 7.57 0.00 6.50 2.00 16.94 4.00 4.20 4.00 0.30 59.45 17.11 76.56

    0.00 8.93 0.00 7.57 2.00 6.50 1.00 16.94 4.00 4.20 2.00 0.30 47.34 14.93 62.27

    2.00 8.93 2.00 7.57 0.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 51.00 14.76 65.76

    0.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 52.08 15.76 67.84

    1.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 65.51 16.01 81.52

    1.00 8.93 2.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 4.00 0.30 61.31 16.23 77.54

    0.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 49.01 15.74 64.75

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 4.00 4.20 4.00 0.30 57.94 14.73 72.67

    2.00 8.93 1.00 7.57 1.00 6.50 0.00 16.94 4.00 4.20 4.00 0.30 49.93 15.41 65.34

    0.00 8.93 0.00 7.57 2.00 6.50 1.00 16.94 5.00 4.20 5.00 0.30 52.44 15.82 68.26

    0.00 8.93 0.00 7.57 2.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 55.88 13.74 69.62

    0.00 8.93 2.00 7.57 0.00 6.50 2.00 16.94 2.00 4.20 2.00 0.30 58.02 15.84 73.86

    1.00 8.93 1.00 7.57 1.00 6.50 1.00 16.94 3.00 4.20 3.00 0.30 53.44 13.86 67.30

    2.00 8.93 2.00 7.57 0.00 6.50 0.00 16.94 3.00 4.20 5.00 0.30 47.10 15.39 62.49

    0.00 8.93 0.00 7.57 1.00 6.50 2.00 16.94 3.00 4.20 3.00 0.30 53.88 15.81 69.69

    2.00 8.93 0.00 7.57 0.00 6.50 1.00 16.94 2.00 4.20 2.00 0.30 43.80 15.10 58.90

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    APPENDIXIV(ImprovedProcessTime,N=50)

    Meat

    Sub

    Avgtime Chicken Avgtime HotDogs Avgtime Pizza Avgtime fries Avgtime Drinks Avg.time Total Delivery Total+Delivery(

    1.00 7.90 2.00 6.90 2.00 6.50 0.00 12.89 5 .00 4.20 4.00 0.30 56.90 5.27 62.17

    1.00 7.90 1.00 6.90 2.00 6.50 1.00 12.89 3 .00 4.20 2.00 0.30 53.89 6.06 59.95

    1.00 7.90 2.00 6.90 2.00 6.50 1.00 12.89 1 .00 4.20 4.00 0.30 52.99 7.26 60.25

    0.00 7.90 1.00 6.90 2.00 6.50 2.00 12.89 1 .00 4.20 0.00 0.30 49.88 7.22 57.10

    1.00 7.90 1.00 6.90 0.00 6.50 1.00 12.89 5 .00 4.20 2.00 0.30 49.29 8.26 57.55

    2.00 7.90 1.00 6.90 1.00 6.50 0.00 12.89 4 .00 4.20 7.00 0.30 48.10 8.49 56.59

    0.00 7.90 2.00 6.90 1.00 6.50 1.00 12.89 4 .00 4.20 0.00 0.30 49.99 6.09 56.08

    0.00 7.90 2.00 6.90 0.00 6.50 2.00 12.89 3 .00 4.20 7.00 0.30 54.28 9.50 63.78

    2.00 7.90 1.00 6.90 1.00 6.50 0.00 12.89 6 .00 4.20 0.00 0.30 54.40 8.06 62.46

    1.00 7.90 2.00 6.90 2.00 6.50 0.00 12.89 3 .00 4.20 3.00 0.30 48.20 7.36 55.56

    0.00 7.90 2.00 6.90 1.00 6.50 1.00 12.89 3 .00 4.20 3.00 0.30 46.69 8.78 55.47

    0.00 7.90 2.00 6.90 0.00 6.50 2.00 12.89 2 .00 4.20 2.00 0.30 48.58 6.20 54.78

    2.00 7.90 0.00 6.90 1.00 6.50 1.00 12.89 4 .00 4.20 4.00 0.30 53.19 8.52 61.71

    0.00 7.90 2.00 6.90 0.00 6.50 2.00 12.89 2 .00 4.20 3.00 0.30 48.88 6.27 55.15

    0.00 7.90 0.00 6.90 1.00 6.50 2.00 12.89 4 .00 4.20 2.00 0.30 49.68 7.49 57.17

    0.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 5 .00 4.20 3.00 0.30 48.59 7.15 55.74

    3.00 7.90 0.00 6.90 0.00 6.50 1.00 12.89 3 .00 4.20 4.00 0.30 50.39 7.19 57.58

    1.00 7.90 1.00 6.90 1.00 6.50 1.00 12.89 3 .00 4.20 3.00 0.30 47.69 9.55 57.24

    1.00 7.90 1.00 6.90 0.00 6.50 2.00 12.89 2 .00 4.20 3.00 0.30 49.88 7.66 57.54

    1.00 7.90 2.00 6.90 1.00 6.50 1.00 12.89 3 .00 4.20 3.00 0.30 54.59 7.45 62.04

    0.00 7.90 1.00 6.90 0.00 6.50 2.00 12.89 5 .00 4.20 4.00 0.30 54.88 6.73 61.61

    1.00 7.90 0.00 6.90 1.00 6.50 2.00 12.89 3 .00 4.20 3.00 0.30 53.68 5.29 58.97

    1.00 7.90 1.00 6.90 0.00 6.50 2.00 12.89 2 .00 4.20 2.00 0.30 49.58 7.24 56.82

    1.00 7.90 1.00 6.90 1.00 6.50 0.00 12.89 7 .00 4.20 4.00 0.30 51.90 7.21 59.11

    0.00 7.90 0.00 6.90 1.00 6.50 2.00 12.89 4 .00 4.20 3.00 0.30 49.98 5.53 55.51

    1.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 3 .00 4.20 3.00 0.30 48.09 8.14 56.23

    3.00 7.90 1.00 6.90 0.00 6.50 0.00 12.89 4 .00 4.20 4.00 0.30 48.60 7.81 56.41

    1.00 7.90 2.00 6.90 1.00 6.50 0.00 12.89 6 .00 4.20 6.00 0.30 55.20 5.67 60.87

    2.00 7.90 0.00 6.90 0.00 6.50 2.00 12.89 2 .00 4.20 2.00 0.30 50.58 7.16 57.74

    1.00 7.90 1.00 6.90 0.00 6.50 2.00 12.89 3 .00 4.20 2.00 0.30 53.78 8.94 62.72

    2.00 7.90 2.00 6.90 1.00 6.50 1.00 12.89 1 .00 4.20 3.00 0.30 54.09 6.38 60.47

    3.00 7.90 1.00 6.90 0.00 6.50 1.00 12.89 4 .00 4.20 3.00 0.30 61.19 5.15 66.34

    2.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 2 .00 4.20 3.00 0.30 51.79 7.34 59.13

    3.00 7.90 1.00 6.90 0.00 6.50 1.00 12.89 1 .00 4.20 0.00 0.30 47.69 6.57 54.26

    3.00 7.90 1.00 6.90 1.00 6.50 1.00 12.89 0 .00 4.20 0.00 0.30 49.99 5.18 55.17

    2.00 7.90 1.00 6.90 1.00 6.50 1.00 12.89 3 .00 4.20 0.00 0.30 54.69 9.08 63.77

    2.00 7.90 2.00 6.90 2.00 6.50 0.00 12.89 2 .00 4.20 3.00 0.30 51.90 9.35 61.25

    2.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 4 .00 4.20 6.00 0.30 61.09 5.50 66.59

    2.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 4 .00 4.20 3.00 0.30 60.19 7.89 68.08

    0.00 7.90 2.00 6.90 3.00 6.50 1.00 12.89 2 .00 4.20 2.00 0.30 55.19 5.91 61.101.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 3 .00 4.20 2.00 0.30 47.79 6.61 54.40

    2.00 7.90 1.00 6.90 1.00 6.50 1.00 12.89 3 .00 4.20 3.00 0.30 55.59 7.00 62.59

    2.00 7.90 0.00 6.90 0.00 6.50 2.00 12.89 3 .00 4.20 1.00 0.30 54.48 6.61 61.09

    0.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 5 .00 4.20 3.00 0.30 48.59 8.24 56.83

    1.00 7.90 2.00 6.90 0.00 6.50 0.00 12.89 6 .00 4.20 5.00 0.30 48.40 4.71 53.11

    2.00 7.90 1.00 6.90 2.00 6.50 1.00 12.89 1 .00 4.20 2.00 0.30 53.39 5.48 58.87

    2.00 7.90 2.00 6.90 0.00 6.50 1.00 12.89 2 .00 4.20 2.00 0.30 51.49 7.49 58.98

    2.00 7.90 2.00 6.90 1.00 6.50 0.00 12.89 3 .00 4.20 3.00 0.30 49.60 8.96 58.56

    2.00 7.90 0.00 6.90 1.00 6.50 1.00 12.89 4 .00 4.20 3.00 0.30 52.89 7.34 60.23

    2.00 7.90 0.00 6.90 0.00 6.50 2.00 12.89 2 .00 4.20 2.00 0.30 50.58 7.37 57.95

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    APPENDIXV(GageR&RData,observations=3)

    operator part time(min) operator part time(min)

    1.00 1.00 9.92 1.00 4.00 0.09

    1.00 1.00 9.80 1.00 4.00 0.57

    1.00 1.00 9.36 1.00 4.00 0.38

    2.00 1.00 9.48 2.00 4.00 0.332.00 1.00 8.94 2.00 4.00 0.40

    2.00 1.00 8.73 2.00 4.00 0.20

    3.00 1.00 8.03 3.00 4.00 0.16

    3.00 1.00 7.97 3.00 4.00 0.27

    3.00 1.00 8.28 3.00 4.00 0.28

    1.00 2.00 7.60 1.00 5.00 17.67

    1.00 2.00 7.70 1.00 5.00 17.55

    1.00 2.00 7.80 1.00 5.00 17.80

    2.00 2.00 7.44 2.00 5.00 16.33

    2.00 2.00 7.25 2.00 5.00 15.56

    2.00 2.00 7.36 2.00 5.00 15.343.00 2.00 7.54 3.00 5.00 17.11

    3.00 2.00 7.39 3.00 5.00 16.31

    3.00 2.00 7.49 3.00 5.00 16.52

    1.00 3.00 7.98 1.00 6.00 2.75

    1.00 3.00 7.49 1.00 6.00 4.07

    1.00 3.00 6.52 1.00 6.00 3.36

    2.00 3.00 6.90 2.00 6.00 5.03

    2.00 3.00 5.87 2.00 6.00 6.00

    2.00 3.00 5.68 2.00 6.00 4.18

    3.00 3.00 6.00 3.00 6.00 4.46

    3.00 3.00 5.77 3.00 6.00 3.183.00 3.00 7.08 3.00 6.00 4.95

    part1 MeatSub

    part2 ChickenSub

    part3 Hotdogs

    part4 Drinks

    part5 Pizza

    part6 Fries

    Avg/

    operatarforpart1Avg/

    operatarforpart2

    Avg/

    operatarforpart3

    Avg/

    operatarforpart4

    Avg/

    operatarforpart5

    Avg/

    operatarforpart6

    Operator1 9.69 7.69 7.33 0.34 17.67 3.39

    Operator2 9.04 7.35 6.15 0.30 15.74 5.06

    Operator3 8.09 7.46 6.28 0.23 16.64 4.19

    Avg.ofAvg. 8.93 7.57 6.50 0.30 16.94 4.20

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    APPENDIXVI(LogSheet)

    SrNo. Operator

    Name/IDProcess ActionTaken Date Time

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    APPENDIXVII(EvaluationSheet)