It's What You Don't Know That Can Hurt You...

                  Ray Garrison
Who am I?
 Ray Garrison
   Director of Quality Assurance
   Stryker Orthopaedics – Alameda CA
 -Over 24 years in Manufacturing, Quality
   and R
      d Regulatory C
             l     Compliance
                          li
 -MBA –University of Florida
 -Six Sigma Black Belt
 -Held leadership positions at Biomet and
   Johnson & J h
   J h         Johnson
The views expressed in this p
               p             presentation are my own and do not reflect the views
                                                  y
of my employer or other organizations with which I am or have been affiliated.
All cited trademarks are the property of their respective owners.
                                     Ray Garrison
Framing the discussion
 In the time we have together today, we
 will explore:
 - Probabilities and Rationalizations
 -KKnown and U k
              d Unknown I Incompetence
                                   t
 - Identifying more of the Unknown
 - How to quickly assess and respond to
 events




                   Ray Garrison
Framing the discussion
 Undesirable, unknown,
 unplanned for events can
    l     df       t
 and do happen.

 What you don’t know is far
 more relevant than what
 you d know.
     do k

 Think about this for a moment….
                   Ray Garrison
Undesirable, unknown,
   unplanned for events can and do
              happen.
Brooksley Born the Cassandra of the Derivatives Crisis
          Born,
  Tuesday, May 26, 2009
  A little more than a decade ago, Born foresaw a financial cataclysm,
  accurately predicting that exotic investments known as over-the-counter
  derivatives could play a crucial role in a crisis much like the one now
  convulsing America. Her efforts to stop that from happening ran afoul of some
  of the most influential men in Washington, men with names like Greenspan
  and Levitt and Rubin and Summers -- the same Larry Summers who is now a
  key economic adviser to President Obama. She was the head of a tiny
  government agency who wanted to regulate the derivatives They were the
                                                       derivatives.
  men who stopped her.
  The same class of derivatives that preoccupied Born -- including the now-
  infamous "credit-default swaps" -- have been blamed for accelerating last
  fall's financial implosion. But from 1996 to 1999, when Born was the chairman
                     p                               ,
  of the Commodity Futures Trading Commission, the U.S. economy was
  roaring and she was getting nowhere with predictions of doom.*




    *Washington Post                    Ray Garrison
Undesirable, unknown,
     unplanned for events can and do
                happen.
                h
Fukushima tsunami safety plan: a single page memo raises questions,
   sparks outrage over Japanese nuke site's disaster readiness

    TOKYO — Japanese nuclear regulators trusted that the reactors at Fukushima Dai-ichi
    were safe from the worst waves an earthquake could muster based on a single-page
    memo from the plant operator nearly a decade ago.

    In the Dec. 19, 2001 document — one double-sized page obtained by The Associated
    Press under Japan's public records law — Tokyo Electric Power Co. rules out the
    possibility of a tsunami large enough to knock the plant offline and gives scant details to
    justify this conclusion, which proved to be wildly optimistic*


The document wasn’t updated once in
nine years, even as earthquake science
advanced – and last year, when TEPCO
took another look at safety preparation, it
was the same conclusion: The plant would
stay dry no matter what.**
*MSNBC.com
**AP                                       Ray Garrison
Undesirable, unknown,
unplanned for events can and do
           happen.
Tue Jan 24, 2012 4:21pm EST
  Johnson & Johnson (JNJ.N) took
                          (     )
  quarterly charges of more than $3 billion
  largely related to the recall of its
  defective artificial hips and gave a 2012
  earnings forecast below analysts'
  estimates.*
     ti t *


* Reuters

                     Ray Garrison
Undesirable, unknown,
unplanned for events can and do
           happen.

     The pharmaceutical giant Pfizer agreed
     to pay $2 3 billion to settle civil and
            $2.3
     criminal allegations that it had illegally
     marketed its painkiller Bextra, which has
                   p                  ,
     been withdrawn. It was the largest
     health care fraud settlement and the
     largest criminal fine of any kind ever.*


* New York Times

                        Ray Garrison
Undesirable, unknown,
     unplanned for events can and do
                happen.
      4/11/12 – Johnson & Jo so
       / /       Jo so        Johnson
         A state judge in Arkansas ordered Johnson &
         Johnson to pay a $1.1 billion fine after a jury found
         the company had minimized the risks of its
                  p y
         antipsychotic drug Risperdal.
         The Arkansas jury's decision and the judge's
         p
         penalty are j
                y     just the latest legal setbacks for
                                        g
         Risperdal. A South Carolina judge upheld a $    $327
         million penalty against J&J and its Janssen unit
         late last year.
         Earlier this
         E li thi year, th company agreed t pay $158
                            the                  d to
         million to settle charges it improperly marketed
         Risperdal in Texas and caused the state's
         Medicaid program to spend too much on the
         medicine.*
*Bloomberg News
                                 Ray Garrison
Undesirable, unknown,
unplanned for events can and do
           happen.
4/18/12 – St. Jude Medical
 / 8/       S J
   Earlier this month, St Jude halted sales of its
   QuickSite and QuickFlex leads, wires that carry
   electricity from defibrillators to the heart, due to
   concerns the insulation could wear away and
   expose the wires. Around the same time,
   HeartRhythm, a prominent medical j
             y       p                      journal,
   published an article by Dr. Robert Hauser of the
   Minneapolis Heart Institute that took a critical
   look at St Jude's Riata lead line that was
   recalled i 2011 The piece concluded th t th
        ll d in 2011. Th i              l d d that the
   St Jude product failed at a higher rate than
   Medtronic Inc's (MDT.N) lead, prompting St
   Jude to ask for a retraction of the article
                                          article,
   drawing even more attention to the issue.
                           Ray Garrison
Undesirable, unknown,
unplanned for events can
   l     df       t
and do happen.

What you don’t know is far
more relevant than what
you d know.
    do k

            Ray Garrison
How do Unknown/Improbable Events
Occur?




            Undesirable, unknown,
            unplanned for events



            Confluence of known
            and/or unknown inputs


             Known and unknown
                 indicators
             Probabilities, planning,
               monitoring metrics
Probabilities
    Probability: “a strong likelihood or chance of
    something” For Statistics: “the relative frequency
          thi ” F St ti ti       “th    l ti f
    with which an event occurs or is likely to occur”*
    Before you go out tonight, Las Vegas:
      “Each game you play at a casino has a
      statistical probability against you winning. Every
      single time.”
      “The slot machine odds are some of the worst,
      “                                     f
      ranging from a one in 5,000 to a one in about
      34 million chance of winning the top prize when
      using the maximum coin play ”**
                                  play.
*Dictionary.com
**Investopedia.com – Casino Stats, Why Gamblers Rarely Win.




                                              Ray Garrison
Probabilities
  Odds of being killed by lightening - 1 in 2 million.

  Odds of being killed in a car crash - 1 in 5,000.

  Odds of being killed in a tornado - 1 in 2 million.

  Odds of being killed in a plane crash -1 in 25 million.

The thing about probabilities is that no one thinks
          g      p
  it will happen to them…..
                          Ray Garrison
The Difficulty of Prediction
             y
 You are using the past to predict
 the future – Not always a good
 indictor.
 What do the mutual fund
 commercials say? Past
 performance is not a predictor of
 future performance.
         performance
 We are not fortune tellers
 Technology, interconnections,
 Technology interconnections
 interdependencies, complexities
 exist that make predictions
 difficult
 diffi l
                     Ray Garrison
Randomness
    Physicist Leonard Mlodinow of the California
    Institute of Technology – “our brains never
    evolved a probability network and thus our
                             network,
    folk intuitions are ill equipped to deal with
    many aspects of the modern world. Our
    intuitions are misleading when it comes to
    probabilistic problems.”*

    Extraordinary events do not always require
    extraordinary causes. Given enough time,
    they can happen by chance. Knowing this, we
    can learn to judge decisions by the spectrum
                  j g             y      p
    of potential outcomes they might have
    produced rather than by the particular result
    that actually occurred.*

* Scientific American: How Randomness
Rules Our World and Why We Cannot See It
                                           Ray Garrison
Examples of Items that Hamper
   Evaluation/Assessment

 Incomplete and overlapping information
 from multiple units can cause
 executives/regulators to underestimate
         i   /    l          d       i
 risk and leverage.
 Interconnected dependencies that we
 are aware of or unaware of
 Insufficient grasp of systemic risk



                 Ray Garrison
We Always Try To Rationalize:
Why?
   ?
 We try to make sense of the
 world around use.
 We try to simplify to understand
                       understand.
 We extrapolate and make
 conclusions using insufficient or
 incorrect data.
 We are uncomfortable with the
 unknown, uncertainty.


                    Ray Garrison
Undesirable, unknown,
unplanned for events can
   l     df       t
and do happen.

What you don’t know is far
more relevant than what
you d know.
    do k

            Ray Garrison
Conscious versus Unconscious
          Incompetence




Cognitivedesignsolutions.com
                               Ray Garrison
Conscious Incompetence
 You’re out of your league
               y       g
 You’re in way over your head
 Ego Says – I can handle this
   g     y
 Worried about how you look, what you will
 say
 How are knowledge/skill gaps
 communicated, evaluated, mitigated?
 Ignoring gaps hoping you will have what’s
                                    what s
 needed before you have to deal with the
 g p
 gap.

                    Ray Garrison
Unconscious Incompetence
You don’t know what you don’t
know
Don’t have a clue
Completely taken by surprise
Assumptions of capability, control,
       p           p      y,         ,
and detection are incorrect
Denying relevance / usefulness of
indicators or data
The dim light at the end of the
tunnel is a Train coming right at
you and You Don’t See It
Perception is out of line with reality
                   f
GAPS HAMPER RESPONSE!



                               Ray Garrison
Sources of Indicator Data to
 Help Identify the Unknown
Traditional indicators: Complaints,
NCR’s, CAPA’s
Your People are y
          p       your ggreatest resource.
Ask what they see, hear, experience.
Debriefing / Learning from Near Misses
Fault Seed Testing
Monitoring Regulatory Agencies
Literature Reviews
Professional Organizations/Groups
                 g                 p

                    Ray Garrison
Sources of Indicator Data to
   Help Identify the Unknown
              f
Allow Time to think about the following:
   Focused, regular discussions on what
   could happen and how the organization
           pp                   g
   would react.
   Emergency / Contingency Planning
        g    y        g     y         g
  Data Analysis:
    Creating new ways of looking at current data
    Creating/Capturing new data
    Transposing data matrices
         p     g

                       Ray Garrison
Sources of Indicator Data to
 Help Identify the Unknown
            f
Internal Audits:
 How robust are your internal audit
 programs?
 Are you challenging the audit teams to
 dig deep?
 Audit Team Training
 Audit Team / Organization Mindset
 Trends and Trending


                   Ray Garrison
Sources of Indicator Data to
 Help Identify the Unknown
            f
How Can You Identify the Unpredictable?
                   y       p
 Active Thought Activities
 Process Mapping
 Brainstorming internal/external unpredictable
 events
 Framing the event context
 ○ What
 ○ Where
 ○ When
 ○ To What Extent


                   Ray Garrison
Preparing for the Unknown in Our
         Personal Lives
We prepare for unknown (p
   p p                 (potentially
                                  y
 damaging) events in our personal lives

  Emergency Funds
  Insurance: Life/Home/Car/Disability
  Documents: Wills/Trusts/POA’s




                    Ray Garrison
Can You Prepare for the
      Unpredictable?
                   ?
An Event (any event) Occurs
                     Occurs.
What do you do?
What process is there?
Who is involved?
Who today in your organization
manages the gray, the big problems, the
emergencies?
          i ?
How do they do it?

                  Ray Garrison
How Can You Mitigate?
 A Response Plan
  Knowing your processes intimately
  Knowing where the control points are
 A Rapid Response Team – The key here
 is “Rapid”! Analysis Paralysis will kill
     Rapid !
 you!!!
 Always focused on the customer in
 decision making (For Med Device /
 Pharma - Patient / Doctor)

                     Ray Garrison
Risk Management Standards &
Tools
 ISO 14971: Medical Devices – Application of Risk
 Management to Medical D i
 M            t t M di l Devices
 ISO 16085: Systems and Software Engineering –
 Life Cycle Processes – Risk Management
 ISO 31000 Risk Management – P i i l and
             Ri k M          t Principles d
 Guidelines

 Failure M d Eff t Analysis: ISO 60812
 F il    Mode Effects A l i
 Preliminary Hazard Analysis (PHA)
 Fault Tree Analysis (FTA): IEC 61025
 Event Tree Analysis (ETA): IEC 62502
 Assurance Case Analysis: ISO 15026-2



                         Ray Garrison
Additional Topics of Study that
       can be beneficial
                   f
 Complex Systems Thinking
  Because complex systems are inherently non-linear,
  small events can suddenly produce large and
  unexpected effects This is a key point in systems
              effects.
  theory.

 Statistics
  Truly understanding what data is used, how data is
  used, what analysis was completed, what the results
  are indicating.
               g
  ○ Incorrect/inappropriate data may be used.
  ○ Incorrect/inappropriate Statistic Tools may be used.




                            Ray Garrison
Undesirable,
unknown, unplanned
         , p
for events can and do
happen.

What you don t know
          don’t
is far more relevant
than what you do
           y
know.


               Ray Garrison
So What Are YOU Going To
Do?
  ?
 Engage and Embrace the Unknown
 Acknowledge missing and undefined
 variables in our neat little equations
 Allow Yourself and Your Teams time to
 critically think about these topics




                    Ray Garrison
QUESTIONS?


    Ray Garrison
THANK YOU
For Your Time!

      Ray Garrison

Mitigating Risk, Looking for the Unpredictable: It’s What You Don’t Know That Can Hurt You… - Raymond Garrison, Stryker Orthopaedics

  • 1.
    It's What YouDon't Know That Can Hurt You... Ray Garrison
  • 2.
    Who am I? Ray Garrison Director of Quality Assurance Stryker Orthopaedics – Alameda CA -Over 24 years in Manufacturing, Quality and R d Regulatory C l Compliance li -MBA –University of Florida -Six Sigma Black Belt -Held leadership positions at Biomet and Johnson & J h J h Johnson The views expressed in this p p presentation are my own and do not reflect the views y of my employer or other organizations with which I am or have been affiliated. All cited trademarks are the property of their respective owners. Ray Garrison
  • 3.
    Framing the discussion In the time we have together today, we will explore: - Probabilities and Rationalizations -KKnown and U k d Unknown I Incompetence t - Identifying more of the Unknown - How to quickly assess and respond to events Ray Garrison
  • 4.
    Framing the discussion Undesirable, unknown, unplanned for events can l df t and do happen. What you don’t know is far more relevant than what you d know. do k Think about this for a moment…. Ray Garrison
  • 5.
    Undesirable, unknown, unplanned for events can and do happen. Brooksley Born the Cassandra of the Derivatives Crisis Born, Tuesday, May 26, 2009 A little more than a decade ago, Born foresaw a financial cataclysm, accurately predicting that exotic investments known as over-the-counter derivatives could play a crucial role in a crisis much like the one now convulsing America. Her efforts to stop that from happening ran afoul of some of the most influential men in Washington, men with names like Greenspan and Levitt and Rubin and Summers -- the same Larry Summers who is now a key economic adviser to President Obama. She was the head of a tiny government agency who wanted to regulate the derivatives They were the derivatives. men who stopped her. The same class of derivatives that preoccupied Born -- including the now- infamous "credit-default swaps" -- have been blamed for accelerating last fall's financial implosion. But from 1996 to 1999, when Born was the chairman p , of the Commodity Futures Trading Commission, the U.S. economy was roaring and she was getting nowhere with predictions of doom.* *Washington Post Ray Garrison
  • 6.
    Undesirable, unknown, unplanned for events can and do happen. h Fukushima tsunami safety plan: a single page memo raises questions, sparks outrage over Japanese nuke site's disaster readiness TOKYO — Japanese nuclear regulators trusted that the reactors at Fukushima Dai-ichi were safe from the worst waves an earthquake could muster based on a single-page memo from the plant operator nearly a decade ago. In the Dec. 19, 2001 document — one double-sized page obtained by The Associated Press under Japan's public records law — Tokyo Electric Power Co. rules out the possibility of a tsunami large enough to knock the plant offline and gives scant details to justify this conclusion, which proved to be wildly optimistic* The document wasn’t updated once in nine years, even as earthquake science advanced – and last year, when TEPCO took another look at safety preparation, it was the same conclusion: The plant would stay dry no matter what.** *MSNBC.com **AP Ray Garrison
  • 7.
    Undesirable, unknown, unplanned forevents can and do happen. Tue Jan 24, 2012 4:21pm EST Johnson & Johnson (JNJ.N) took ( ) quarterly charges of more than $3 billion largely related to the recall of its defective artificial hips and gave a 2012 earnings forecast below analysts' estimates.* ti t * * Reuters Ray Garrison
  • 8.
    Undesirable, unknown, unplanned forevents can and do happen. The pharmaceutical giant Pfizer agreed to pay $2 3 billion to settle civil and $2.3 criminal allegations that it had illegally marketed its painkiller Bextra, which has p , been withdrawn. It was the largest health care fraud settlement and the largest criminal fine of any kind ever.* * New York Times Ray Garrison
  • 9.
    Undesirable, unknown, unplanned for events can and do happen. 4/11/12 – Johnson & Jo so / / Jo so Johnson A state judge in Arkansas ordered Johnson & Johnson to pay a $1.1 billion fine after a jury found the company had minimized the risks of its p y antipsychotic drug Risperdal. The Arkansas jury's decision and the judge's p penalty are j y just the latest legal setbacks for g Risperdal. A South Carolina judge upheld a $ $327 million penalty against J&J and its Janssen unit late last year. Earlier this E li thi year, th company agreed t pay $158 the d to million to settle charges it improperly marketed Risperdal in Texas and caused the state's Medicaid program to spend too much on the medicine.* *Bloomberg News Ray Garrison
  • 10.
    Undesirable, unknown, unplanned forevents can and do happen. 4/18/12 – St. Jude Medical / 8/ S J Earlier this month, St Jude halted sales of its QuickSite and QuickFlex leads, wires that carry electricity from defibrillators to the heart, due to concerns the insulation could wear away and expose the wires. Around the same time, HeartRhythm, a prominent medical j y p journal, published an article by Dr. Robert Hauser of the Minneapolis Heart Institute that took a critical look at St Jude's Riata lead line that was recalled i 2011 The piece concluded th t th ll d in 2011. Th i l d d that the St Jude product failed at a higher rate than Medtronic Inc's (MDT.N) lead, prompting St Jude to ask for a retraction of the article article, drawing even more attention to the issue. Ray Garrison
  • 11.
    Undesirable, unknown, unplanned forevents can l df t and do happen. What you don’t know is far more relevant than what you d know. do k Ray Garrison
  • 12.
    How do Unknown/ImprobableEvents Occur? Undesirable, unknown, unplanned for events Confluence of known and/or unknown inputs Known and unknown indicators Probabilities, planning, monitoring metrics
  • 13.
    Probabilities Probability: “a strong likelihood or chance of something” For Statistics: “the relative frequency thi ” F St ti ti “th l ti f with which an event occurs or is likely to occur”* Before you go out tonight, Las Vegas: “Each game you play at a casino has a statistical probability against you winning. Every single time.” “The slot machine odds are some of the worst, “ f ranging from a one in 5,000 to a one in about 34 million chance of winning the top prize when using the maximum coin play ”** play. *Dictionary.com **Investopedia.com – Casino Stats, Why Gamblers Rarely Win. Ray Garrison
  • 14.
    Probabilities Oddsof being killed by lightening - 1 in 2 million. Odds of being killed in a car crash - 1 in 5,000. Odds of being killed in a tornado - 1 in 2 million. Odds of being killed in a plane crash -1 in 25 million. The thing about probabilities is that no one thinks g p it will happen to them….. Ray Garrison
  • 15.
    The Difficulty ofPrediction y You are using the past to predict the future – Not always a good indictor. What do the mutual fund commercials say? Past performance is not a predictor of future performance. performance We are not fortune tellers Technology, interconnections, Technology interconnections interdependencies, complexities exist that make predictions difficult diffi l Ray Garrison
  • 16.
    Randomness Physicist Leonard Mlodinow of the California Institute of Technology – “our brains never evolved a probability network and thus our network, folk intuitions are ill equipped to deal with many aspects of the modern world. Our intuitions are misleading when it comes to probabilistic problems.”* Extraordinary events do not always require extraordinary causes. Given enough time, they can happen by chance. Knowing this, we can learn to judge decisions by the spectrum j g y p of potential outcomes they might have produced rather than by the particular result that actually occurred.* * Scientific American: How Randomness Rules Our World and Why We Cannot See It Ray Garrison
  • 17.
    Examples of Itemsthat Hamper Evaluation/Assessment Incomplete and overlapping information from multiple units can cause executives/regulators to underestimate i / l d i risk and leverage. Interconnected dependencies that we are aware of or unaware of Insufficient grasp of systemic risk Ray Garrison
  • 18.
    We Always TryTo Rationalize: Why? ? We try to make sense of the world around use. We try to simplify to understand understand. We extrapolate and make conclusions using insufficient or incorrect data. We are uncomfortable with the unknown, uncertainty. Ray Garrison
  • 19.
    Undesirable, unknown, unplanned forevents can l df t and do happen. What you don’t know is far more relevant than what you d know. do k Ray Garrison
  • 20.
    Conscious versus Unconscious Incompetence Cognitivedesignsolutions.com Ray Garrison
  • 21.
    Conscious Incompetence You’reout of your league y g You’re in way over your head Ego Says – I can handle this g y Worried about how you look, what you will say How are knowledge/skill gaps communicated, evaluated, mitigated? Ignoring gaps hoping you will have what’s what s needed before you have to deal with the g p gap. Ray Garrison
  • 22.
    Unconscious Incompetence You don’tknow what you don’t know Don’t have a clue Completely taken by surprise Assumptions of capability, control, p p y, , and detection are incorrect Denying relevance / usefulness of indicators or data The dim light at the end of the tunnel is a Train coming right at you and You Don’t See It Perception is out of line with reality f GAPS HAMPER RESPONSE! Ray Garrison
  • 23.
    Sources of IndicatorData to Help Identify the Unknown Traditional indicators: Complaints, NCR’s, CAPA’s Your People are y p your ggreatest resource. Ask what they see, hear, experience. Debriefing / Learning from Near Misses Fault Seed Testing Monitoring Regulatory Agencies Literature Reviews Professional Organizations/Groups g p Ray Garrison
  • 24.
    Sources of IndicatorData to Help Identify the Unknown f Allow Time to think about the following: Focused, regular discussions on what could happen and how the organization pp g would react. Emergency / Contingency Planning g y g y g Data Analysis: Creating new ways of looking at current data Creating/Capturing new data Transposing data matrices p g Ray Garrison
  • 25.
    Sources of IndicatorData to Help Identify the Unknown f Internal Audits: How robust are your internal audit programs? Are you challenging the audit teams to dig deep? Audit Team Training Audit Team / Organization Mindset Trends and Trending Ray Garrison
  • 26.
    Sources of IndicatorData to Help Identify the Unknown f How Can You Identify the Unpredictable? y p Active Thought Activities Process Mapping Brainstorming internal/external unpredictable events Framing the event context ○ What ○ Where ○ When ○ To What Extent Ray Garrison
  • 27.
    Preparing for theUnknown in Our Personal Lives We prepare for unknown (p p p (potentially y damaging) events in our personal lives Emergency Funds Insurance: Life/Home/Car/Disability Documents: Wills/Trusts/POA’s Ray Garrison
  • 28.
    Can You Preparefor the Unpredictable? ? An Event (any event) Occurs Occurs. What do you do? What process is there? Who is involved? Who today in your organization manages the gray, the big problems, the emergencies? i ? How do they do it? Ray Garrison
  • 29.
    How Can YouMitigate? A Response Plan Knowing your processes intimately Knowing where the control points are A Rapid Response Team – The key here is “Rapid”! Analysis Paralysis will kill Rapid ! you!!! Always focused on the customer in decision making (For Med Device / Pharma - Patient / Doctor) Ray Garrison
  • 30.
    Risk Management Standards& Tools ISO 14971: Medical Devices – Application of Risk Management to Medical D i M t t M di l Devices ISO 16085: Systems and Software Engineering – Life Cycle Processes – Risk Management ISO 31000 Risk Management – P i i l and Ri k M t Principles d Guidelines Failure M d Eff t Analysis: ISO 60812 F il Mode Effects A l i Preliminary Hazard Analysis (PHA) Fault Tree Analysis (FTA): IEC 61025 Event Tree Analysis (ETA): IEC 62502 Assurance Case Analysis: ISO 15026-2 Ray Garrison
  • 31.
    Additional Topics ofStudy that can be beneficial f Complex Systems Thinking Because complex systems are inherently non-linear, small events can suddenly produce large and unexpected effects This is a key point in systems effects. theory. Statistics Truly understanding what data is used, how data is used, what analysis was completed, what the results are indicating. g ○ Incorrect/inappropriate data may be used. ○ Incorrect/inappropriate Statistic Tools may be used. Ray Garrison
  • 32.
    Undesirable, unknown, unplanned , p for events can and do happen. What you don t know don’t is far more relevant than what you do y know. Ray Garrison
  • 33.
    So What AreYOU Going To Do? ? Engage and Embrace the Unknown Acknowledge missing and undefined variables in our neat little equations Allow Yourself and Your Teams time to critically think about these topics Ray Garrison
  • 34.
    QUESTIONS? Ray Garrison
  • 35.
    THANK YOU For YourTime! Ray Garrison