SIX SIGMA GREEN BELT Certification
Module 1: SIX SIGMA AWARENESS No part of this document may be reproduced in any form without the written permission of MakeMeWise Education Services Pvt Ltd. Permission can be requested at support@makemewise.org
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Contents 1. SIX SIGMA OVERVIEW 2. SIX SIGMA FUNDAMENTALS 3. KNOW YOUR CUSTOMER
4. OVERVIEW OF DMAIC
5. OVERVIEW OF DMADV
6. DRIVING CHANGE AND MAKING IT LAST – CAP 7. INTRODUCTION TO LEAN MakeMeWise. All Rights Reserved ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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1. SIX SIGMA OVERVIEW
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Six Sigma Quotes Mikel J. Harry President & CEO Six Sigma Academy, Inc. • If we can’t express what we know in the form of numbers, we really don’t know much about it • If we don’t know much about it, we can’t control it • If we can’t control it, we are at the mercy of chance John F. Welch, Jr. 1995 GE Annual Report • “...will bring GE to a whole new level of quality in a fraction of the time it would have taken to climb the learning curve on our own”
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Six Sigma Themes Genuine Focus on the Customer. Data- and Fact-Driven Management.
Simply understand your customer. Improvements are measured by customer satisfaction and value. Define key metrics to gauge business performance. With Data, problems can be effectively defined, analyzed and resolved, permanently.
on the process rather than the end result. Focus on Problems rather than Processes Are Where the Focus Symptoms. (eg: Symptom: Employee Dissatisfaction, Problem: Poor Management) Action Is. Instead of reacting to change, shift to being proactive. Prevent Problems rather than Proactive Management. Correcting it later.
Boundary-less Collaboration. Strive for Perfection, Tolerate Failure: MakeMeWise. All Rights Reserved
A term coined by GE’s CEO Jack Welch. All parts of the organization including vendors and partners need to keep their focus on the customer in mind. If everyone works towards the same goal, the boundaries will disappear. Manage Risk. Nothing new ever comes without risk. Learn from mistakes and evolve continuously. Tolerate failure by learning from those mistakes and continue your goal towards perfection Š2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Multiple Facets of Six Sigma Metric
Sigma is a letter in the Greek Alphabet
Benchmark
Tool
`Commitment
• A metric that demonstrates quality levels at 99.99967% performance for products and processes
• A benchmark for product and process capability on a quality basis
• A practical application of statistical “tools” to help measure, analyze, improve, and control the processes
• A commitment to customers to offer the highest quality, lowest cost products
Optimizing process performance ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Multiple meanings of Six Sigma
6 = Management philosophy
= Process capability
= Standard Deviation
• View processes / measures completely from a customer point of view • Continual improvement • Integration of quality and daily work • Completely satisfying customer needs profitably
• A statistical measure of a process’ ability to meet customer requirements (CTQs) • Process Sigma Zst = 6; equates to 3.4 Defects Per Million Opportunities
• The Greek symbol ‘sigma’ which means standard deviation. It is a measure of variation
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Benefits of Six Sigma
End customer
• Improved products and services • Greater synergy with Service provider • Cost benefit
• Process Improvement in every sphere • Hard data for every business decision • Alignment with customer methodology Organization • Sharper customer focus
Employee
• A quality driven work environment • The satisfaction of meeting client needs • A structured thought process • Self Improvement in the way of working
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Remember, Six Sigma is NOT… × × × × × × × × × ×
A new Quality initiative Going to change WHAT we do A completely new way of doing things A departure from existing quality processes A practice that generates increased paperwork A Quality Control process An end in itself A replacement for engineering, scientific or process knowledge Applicable to every problem in its entirety A set of tools only
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2. SIX SIGMA FUNDAMENTALS
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The Normal Curve
Infinity • Curve theoretically does not reach zero Symmetry
Definition:
The normal curve is a probability distribution that forms the basis for many decisions we will make about our processes. The curve is noted by its “bell-shaped” nature, where most of the values fall in the middle and fewer values fall in either direction. The curve has several important characteristics as seen on right side.
• Curve can be divided in half with equal pieces falling either side of the most frequently occurring value Centering
• The peak of the curve represents the center of the process Process Totality • The area under the curve represents virtually 100% of the product the process is capable of producing
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Normal curve – specific characteristics
34.13%
34.13%
13.60%
13.60%
2.14%
2.14%
0.13%
0.13% -3s
-2s
-1s
X
+1s
+2s
+3s
68.26%
95.46% 99.73%
Sigma Level 6 5 4 3 2 1
Percent 99.9999998 99.999943 99.9937 99.73 95.46 68.26
Defects per Million Opportunities .002 .57 63 2700 45,500 317,300
68.26% of data fall Within +\- 1 Standard Deviation 95.46% of data fall Within +\- 2 Standard Deviation 99.73% of data fall Within +\- 3 Standard Deviation
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Normal curve with customer specifications • • •
• •
Let’s assume you own a Lunchtime Pizza Delivery Shop. You have a lunch time special where you will deliver the Pizza between 11:45am and 12:15pm, guaranteed. If you don’t meet that window (earlier or later where the customers do not need the Pizza), you deliver the Pizza for free to the customer order. Anything outside this 30-minute window we will consider a “defect” because it doesn’t meet our delivery guarantee. In the normal curve below, we have included all the deliveries for the past month and marked off our goal time period. The curve shows us how many deliveries are within that goal and how many fell outside the goal time.
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Normal curve with customer specifications • • •
•
• •
•
We have seen that 68% of the data falls within the area of -1 Sigma and +1 Sigma on either side of the mean. The area between the red lines in figure 2 indicates +/- 1 Sigma, or 68% of the data. So if you deliver your Pizza on time 68% of the time, you could call yourself a 1 Sigma Pizza Delivery shop.
If you deliver your Pizza on time 95% of the time you are at a 2 sigma level where you would still have approximately 45,500 defects! Imagine a credit card company sending one million bills each month and 45,500 were late each month! This is the impact that Six Sigma Quality can have on the bottom line of a company! How about on-time deliveries of 99.73%? That’s only operating at a 3 sigma level. Don’t think you can get much better? In order to be at a six sigma level you would have to deliver on time 99.9997% of the time. So that means for every million deliveries made, you would only be late 2 or 3 times. What an operation! ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Six Sigma process capability 98.930%Good (3.8 Sigma)
99.99966% Good(6 Sigma)
20,000 lost articles of mail per hour
Seven articles lost per hour
Unsafe drinking water for almost 15 minutes each day
One unsafe minute every seven months
5,000 incorrect surgical operations per week
1.7 incorrect operations per week
Two short or long landings at most major airports each day
One short or long landing every five years
200,000 wrong drug prescriptions each year
68 wrong prescriptions per year
No electricity for almost seven hours each month
One hour without electricity every 34 years Š2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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3. KNOW YOUR CUSTOMERS
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Know your customer What does my customer need from our process?
How would my customer like for our process to perform?
How is our process performance from the customer perspective?
What can we do better?
How does my customer measure my process?
How does my customer view my process? Š2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Outside-in Perspective The Eye Of The Beholder
•
Customer View Of Service Provider’s Contribution
A
B
We must understand the customer’s perspective and expectations regardless of how much of it we currently own or control.
C
Process •
•
Regardless of whether we can control or impact portions of the customer’s process today, we are often judged based on the performance of the customer’s process. We may perfect our process so that we perform consistently and without defects. But the customer may see us as part of a broader process that does not perform to their expectations.
Process
Service Provider’s Traditional View Of Its Contribution
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Understanding key terms Unit
Defect
Defect Opportunity
Defective
Critical to Quality (CTQ)
• The item produced or processed
• Any event that does not meet the specifications of a CTQ • Any event which can be measured that provides a chance of not meeting a customer requirement
• A unit with one or more defects
Application
Critical Field with missing Info.
# Critical Fields on the Application
1 Defective Unit with 3 Defects out of 7 Defect opportunities
• Customer performance requirements of a product or service
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VoC to CTQ Consumer Cue
Technical requirements
• Renovated Code must reach at specified time • Call-takers must be available to answer calls
• 99% of times the schedules should be adhered to. • A call-taker must answer 95% of all incoming calls (Telephone promptness)
CTQ or System of CTQs
• Schedule Adherence • Answer rate (% of incoming calls answered)
Before a Six Sigma Project can begin, the “Voice of the Customer” must be translated into the Technical Requirement - CTQ.
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CTQ Flowdown Bigger Ys
Voice Of The Employee
• Deliver Services and Quality meeting GE needs • e-GDC
Key output metrics that are aligned with the strategic goals/objectives of the business. Big Ys provide a direct measure of business performance
Business Big Ys
Process Ys
• First Time Right • Link • Time To Resolution • Delivery Variance • Security audit score • Transition promises kept • Job monitoring # of resources meeting the skills/Total # of people # of hardware software resources meeting reqt/total # of reqt of hardware software # of projects with documentation/Total # of maintenance & production project # of accepted CVs/Total # of CVs
Voice Of The Shareholder
Voice Of The Customer
Y Y Y Y
Key output metrics that summarize process performance
Project Y
X1
X2
X3
Key project metric defined from the customer perspective
Any parameters that influence the Y ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Arriving at process sigma Identify the CTQs Define defect opportunities
Look for defects in products or services Arrive at DPMO
Convert DPMO to Sigma
Sigma Level
Defects per Million of Opportunity
ď ł
PPM
2 3 4 5 6
308,537 66,807 6,210 233 3.4
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Methodologies to achieve Six Sigma
Design •DMADV – Design for Six Sigma
Improvement
Management
•DMAIC – Improve to Six Sigma
•Ongoing Process Management
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DMAIC or DMADV?
• • •
Customer need Business process pain Productivity loss
No
Do you know solution?
Yes
`Consider alternate solutions
No Baseline process exists?
Do DMADV
Yes
Are incremental benefits sufficient to meet objective?
Are you sure it’s best solution?
Yes
Yes Just do it ! Not a Six Sigma project
No
Do DMAIC ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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4. OVERVIEW OF DMAIC
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What is DMAIC Define
Measure
Analyze
Improve
Control
•A Five-step approach to process improvement •Can be used for both incremental and exponential improvement projects
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Define in DMAIC Define
Team Chartering • Project charter • Project scope • Milestones • Roles
Measure
Customer focus • Translate VOC to requirements • Translate requirements • CTQs
Analyze
Improve
Control
Process mapping • SIPOC
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Measure in DMAIC Define
Measures • Input measures • Process measures • Output measures
Measure
Data collections • 4 step data collection process
Analyze
Variation • Graphical display of data
Improve
Control
6Sigma and process capability • Calculate process capability
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Analyze in DMAIC Define
Measure
Identify possible causes
Narrow to root causes
• Data stratification • Process map analysis • Cause and effect diagrams
• Hypothesis testing • Regression analysis
Analyze
Improve
Control
Quantify the opportunity • Determine the financial benefits
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Improve in DMAIC Define
Identify and test solutions • Generate ideas • Synthesize solutions • Screen solutions
Measure
Refine solutions • Potential problem analysis • Error proofing • Robust design • FMEA
Analyze
Pilot solutions • Pilot planning Verification of results
Improve
Control
Justify solution • Cost benefit analysis • Sr. management approval
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Control in DMAIC Define
Control plan • Process documentation • Monitoring plan • Response plan
Measure
Analyze
Implementation plan • Implementation plan • Implement solution • Monitor the process • Control charts and new process baselines
Improve
Control
Close project • Transition to the process owner • Translate learnings • Project closure
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5. OVERVIEW OF DFSS AND DMADV
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What is DMADV or DFSS Define
Measure
Analyze
Design
Verify
•Design for Six Sigma (DFSS) is a systematic methodology which includes tools, training, and measurements which enables us to design products and processes that meet customer expectations and can be produced at a 6 Sigma level. •DMADV is the methodology used to implement Design For Six Sigma (DFSS) process. This is Mapped to the SDLC Phases
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Define in DMADV Define
Business Objective • Project Charter • New product / service concept • Business case
Measure
Project scope • Multi Generation Project Plan • Project Budget
Analyze
Design
Verify
Project Management • Project Plan • Design package • Change Acceleration Process Plan • Communication plan
SDLC equivalent – Initial feasibility study ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Measure in DMADV Define
Determine customer needs • Voice of the customer • Customer Research plan • Interviews, Focus Groups, surveys Observations
Measure
Prioritize and specify CTQs • Quality Function Deployment • Performance Benchmarking
Analyze
Design
Verify
Customer / Internal Risk • Failure Mode & Effects Analysis
SDLC equivalent – Requirement gathering and freezing ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Analyze in DMADV Define
Measure
Develop product / Service • Functional Analysis • Benchmarking • Brainstorming
Prioritize and specify CTQs
• Process maps • Information System design • Human system design • Parameter & Tolerance Design
Analyze
Design
Verify
Customer / Internal risk • Alternative Selection • Cost/ Benefit analysis • Failure mode & effects analysis • Simulation • Design Review • Product / Service Risk assessment
SDLC equivalent – High level design and functional specification ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Design in DMADV Define
Measure
Detailed process design • Functional Analysis • Structure trees • Benchmarking • Process maps • Layout diagrams • Information system design • Human system design • Parameter & Tolerance Design
Analyze
Simulation and Reviews • Alternative selection • Cost/ Benefit analysis • Failure mode & effects analysis (FMEA) • Simulation • Design Review • Product/ Service Risk assessment
Design
Verify
Control and verification planning • Pilot Test Plan • Control Plan • Process Management Chart • Risk assessment
SDLC equivalent – Low level design / Technical specifications ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Verify in DMADV Define
Measure
Analyze
Design
Verify
Pilot Test and
Production process
Transition to
Analysis
Implementation
Process Owners
• Pilot Testing and Evaluation • Implementation planning • Transition plan
• Communication plan • Stability and capability evaluations • Defect, DPMO*, DPU*, opportunity • Yield
• Control Plans • Process Management Charts • Standards and Procedures • Run/ Control Charts • MGPP
SDLC equivalent: SDLC – Construction, Testing, Implementation & Maintenance ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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DMAIC vs DMADV DMAIC
DMADV
• Define - Determine Project Objectives, Scope, Resources, Constraints, collect VOC, AS-IS process map
• Define - Determine Project Objectives, Scope, Resources, Constraints
• Measure - Determine CTQ’s, Gage R&R, Obtain Data To Quantify Process Performance • Analyze - Analyze Data To Identify Root Causes Of Defects • Improve - Intervene In The Process To Improve Performance • Control - Implement A Control System To Maintain Performance Over Time
• Measure - Determine CTQ’s, Gage R&R • Analyze - Develop Design Concepts, And High-Level Design • Design - Develop Detailed Design, Implementation and Integration • Verify - Check Completed Design, Transition to Customer
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6. DRIVING CHANGE AND MAKING IT LAST - CAP
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Change Acceleration Process – The Need
Q*A=E
* Quality of Six Sigma solution times its Acceptance = Effectiveness
Technical Change
Business Results
CAP Complements Technical Strategy With Cultural Tools To Achieve The Change Initiative Organization or Cultural change
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7. INTRODUCTION TO LEAN
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What is lean? Accelerates the velocity of a process bringing out faster results
Reduces the cost of any process (service or manufacturing) by removing waste
Contains a well-defined set of tools to • Control the activities / steps / flows in a process • Reduce the number of activities / steps / flows • Reduce the quantity of activities / steps / flows in a process • Eliminate NVA cost driven by those activities / steps / flows
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Lean principles Value
Value Stream
• Value is defined by the customer and expressed in terms of a specific product, which meets the customer's needs at a specific price at a specific time. • The value stream is the set of all the specific actions required to bring a specific product from input to output
Flow
• Make the value creating steps move continuously. Perform Work Balancing, Leveling and Standardization.
Pull
• Let the customer pull the product as needed. Opposite to the Push method which would result in more Inventory
Perfection
• Continuously seek to improve value, make flow more continuous, and the ability of the customer to pull faster. ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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7 Wastes defined in lean 1. Transport • Unnecessary movements of goods/product due to poor layout etc. 2. Inventory • Finished and/or unfinished goods that are not having value added to them. 3. Motion • Unnecessary movement of people/machines when working in a process. 4. Waiting • Unnecessary waiting of people, machines or goods in a process. 5. Over processing • Processing to a standard that exceeds the requirement of the customer. 6. Overproduction (leads to all the other Wastes!) • To produce at a faster rate than the customer actually requires.
7. Defects • Poor quality, scrap, rework etc. ©2015 MakeMeWise. All Rights Reserved. Visit our website: www.makemewise.org
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Six Sigma Vs Lean Six Sigma
• Six sigma attacks problems with a range of statistically based, problem solving tools. Six sigma has no inherent pull-versus-push philosophy or inventory reduction foundation built into it. • Six Sigma is focused on reducing variation and achieving uniform process results, which leads to less waste, less throughput time and less inventory • Six Sigma = Reduced process variation • Understand customer requirements • Focus on critical to quality variables
Lean
• Lean installs a philosophy and practice of waste reduction that attacks all of the wastes with the intent to create a self-regulating, pull system that has minimal inventory. • Lean is primarily concerned with eliminating waste, shortening lead time and improving flow, which leads to less variation, uniform output and less inventory • Lean = Improved process flow and reduce waste • Understand what customer sees as “value” • Eliminate everything that does not add value
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Six Sigma Vs Lean Six Sigma • Six Sigma is most closely associated with defects and quality • Six Sigma does not contain any tools to control lead time (e.g., Pull systems), or tools specific to the reduction of lead time (e.g., setup reduction). • Six Sigma reduces variation of value added (Accuracy)
Lean • Lean is linked to speed, efficiency, and waste. • Lean provides tools to reduce lead-time of any process and eliminate non-value add cost.
• Lean exposes NVA/VA and makes value added flow (Speed). • Lean does not have an expert model.
• Six Sigma has an expert model- Yellow belt, Green Belt, Black belt, Master Black belt
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Need for Lean Six Sigma The combination of Six Sigma and Lean can fulfil all three goals
The processes of all companies and organizations must: • Become faster and more responsive to customers. • Achieve Six Sigma capability . • Operate at world class cost
Speed
Performance
Lean exposes NVA/VA and makes value added flow (Speed). Six Sigma reduces variation of value added (Accuracy). Thus, the combination of Six Sigma and Lean can fulfill all three goals.
Accuracy
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Need for Lean Six Sigma Most companies using both methodologies began by applying basic lean-manufacturing techniques -- the 5Ss, standardized work and the elimination of waste. As the organizations reduced waste and cycle time , they discovered the need for even more advanced methods of uncovering the root cause of abnormalities. Once lean techniques eliminate much of the noise from a process, Six Sigma offers a sequential problem-solving procedure using statistical tools so that potential causes are not overlooked, and viable solutions to chronic problems can be discovered.
"If you do just Six Sigma, you're not going to maximize the potential of your organization. You have to do both," --- Mike Carnell, President of Six Sigma Applications.
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End of Module 1: SIX SIGMA AWARENESS No part of this document may be reproduced in any form without the written permission of MakeMeWise Education Services Pvt Ltd.
Permission can be requested at support@makemewise.org
For more information: Visit our website www.makemewise.org Email us at support@makemewise.org Š2015 MakeMeWise. All Rights Reserved.