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*
    “Running an Agile Fortune 500 Company”
    Aditya Yadav, aditya.yadav@gmail.com
    in.linkedin.com/in/adityayadav76
* A Typical Global Company
  * Fortune 500/1000
  * 200 Divisions
  * 40 Countries
  * 25000 Employees




                             *
*
    @ Acme Inc.
* Original Question “We know that „x‟ is the
 case. What should we do?”
* The Correct Question - “The situation is
 complex, the risks are higher and the horizon is
 longer. Should we relook at our Assumptions
 before building a Model and arriving at the
 Decisions?”




            *
*
    And The Philosophy Behind The Answer
*   Anchoring, where we give disproportionate weight to the first piece of information received,
*   Hindsight bias, which leads us to give undue weight to a recent (possibly dramatic) event.
*   The status quo trap biases us toward maintaining the current situation, even when better alternatives
    exist. The mistakes of the past are perpetuated by sunk-cost thinking ('We have invested so much that
    we cannot alter course now').
*   Confirmation bias is when we seek information to support an existing view and discount opposing
    information.
*   The Overconfidence trap appears when someone has exaggerated their ability to understand situations.
*   Framing happens when an issue is incorrectly stated, undermining the decision-making process.
*   The Prudence trap leads us to be overcautious about uncertain factors, reflecting a fear of failure and
    risk aversion.
*   Bolstering is an uncritical emphasis on one option.
*   Shifting responsibility is another way of coping with difficult decisions and is often a sign of weak
    leadership.


*** http://www.thisismoney.co.uk




                        *
* Are not Accidents!
* Are not Unfortunate Incidents!
* They are Mistakes Piled on Top Of Mistakes,
  Blunders upon Blunders
* In Hindsight they make us think How Easy It Could
  Have Been Avoided
* All Reviews, Feedback and Facts and Sometimes
  Processes were Ignored
* They have all been premeditated decisions based on
  Wrong or Out Dated Assumptions and Models
* And they are always Committed by The Experts!!!

           *
Data        Insights   Decisions



   Facts      Questions   Strategy



Assumptions    Models




          *
*

Have you forgotten The Assumptions which are
              The Foundations of your Castle?
*   If a bad hire costs $40k and the wage is $80k         *   It would take 1hr of effort to sell to the
*   You pay 3 months salary as recruitment fees and 1         prospect to reduce the abandonment rate
    month as bonus/relocation = $27k
                                                          *   Instead of offering a “Competitive
*   You do 8 rounds of interviews in panels of 3              Wage(???)” you could have made an
*   You interview a dozen and half candidates = $17k          irresistible offer using the same money
*   You have already incurred $44 in expenses till the        and increased joining ratio substantially
    point of the interview                                *   How specialized is your requirement that
*   Besides waiting 3-6 months to make the hire               it requires 6 months of selections and 8
    (Opportunity Costs if equal to wage) = $40k               rounds each.
*   And you have waited 2-3 months after making the       *   How much reliability do you need in hiring
    offer to join with an abandonment rate of 25% =
    $20k                                                      to warrant 8-10 rounds of interviews?
*   You have incurred a total cost of $104k to hire one   *   Does it take those many to decide? Have
    person                                                    you heard of “Speed Date Hiring”? Why
*   What are your assumptions exactly?                        should that work? Think again?




                                                              *
*   You start an employee referral program and offer        *   Scenario 6: A Players might refer A Players but <=
    $2k-5k to employees for referrals                           B Players refer C, D and E Players. So you actually
                                                                incur bad hire costs of $40k with 80% probability =
*   The wage is $80k                                            $32k
*   The referral bonuses will be paid 3months after         *   Scenario 7: The group of hires become a power
    joining                                                     center in the office and increases conflicts
*   Scenario 1: Gold Rush – Employees refer everyone        *   Scenario 8: Like hires Like… The group becomes
    they can causing a Flood                                    detrimental for innovation and business
*   Scenario 2: Low Ratio of selection. Employees stop      *   Scenario 9: Eventually the effort to refer someone
    referring and the system fails                              keeps increasing till the point it makes the $2-$5k
*   Scenario 3: Employees inviting people they don‟t            incentive inconsequential
    know on Twitter/Facebook/Linkedin to be                 *   Scenario 10: You get the right Quality Hires and
    referred and share the bonus. What is the                   have succeeded in your Goal.
    Quality/Reliability of those refered?
*   Scenario 3: Empire Building in the Current
                                                            *   You still incur $84k (previous slide) and probably
                                                                bad hire costs of $32k to hire anyway. What costs
    Company                                                     are you saving? $20k of recruitment consulting
*   Scenario 4: The referrer leaves your company and            fees?
    refers his earlier referee‟s along. It is a big LEGAL   *   What was your assumption actually? Save
    business                                                    recruitment fees and make reliable & quality
*   Scenario 5: Gaming the System by letting out the            hires?
    Cheat Codes and Selection Secrets (There is a full
    industry that exists just for that)




                        *
*   In 90% of Companies                    * Now lets look at Companies that
     *   First email someone, then             „Actually‟ Succeed
     *   Call him up, then                      *   Rush to meet someone Face to
                                                    Face, if not
     *   Chase him and meet him Face to
         Face                                   *   Call him and sort it out then and
*   What are your assumptions here?                 there
*   Everything starts with email because        *   Last resort, email him
    – Its more Scalable?                   * Your organizational workflows are
*   How? With more unfinished                  in the exact opposite order of
    work/action items it can bring the         that which leads to Success.
    entire company to a crawl              *   Moral: Hiding behind emails,
*   Everything will be lost in Email           paperwork, processes leads to
*   Nothing will get decided, let alone         *   Bringing the progress to a crawl,
    achieving consensus and moving                  and eventually
    forward                                     *   The failure of your company




               *
*   You create an elaborate system to track working hours,          *   Absolutely absurd Trust Equation with the
    in and out swipes etc.                                              employees. Is this the Foundation of your
*   Yet everyone enters exactly 40 hours into the time                  Organization?
    sheets used for billing. Though employees seldom work           *   That all employees are irresponsible.
    less than 60 hrs. What are the time sheets for anyway?
*   You ask for exact task by task details to be entered into       *   Then how and why do you expect them to
    the time sheets so everyone enters fairy tales anyway               voluntarily contribute innovations to your
                                                                        company? Oh you still believe in the magic of
*   You don‟t do anything with those reports anyway and                 process conformance to deliver organizational
    you will bill for 40 hours anyway. Why the complexity?.             success?
    But these things are a huge cost and burden.
*   You block everything on your intranet, internet, lock           *   And why would they be prudent with cost savings?
    down everything in the name of loss of productivity (and            And optimizations? Continual Improvements? Wait!
    security) and yet grumble about low productivity.                   You say you will put 30-40 KRA‟s for each
                                                                        employee.
*   You give obsolete hardware in the name of
    standardization. Which costs peanuts in comparison to           *   Total Disconnect: You say they are not producing
    their salary yet costs in terms of engagement and                   enough. They (don‟t say) are quietly mumbling
    productivity and efficiency.                                        they cant put in more hours than they already are.
*   You check every webpage they open and audit every                   (Hint: There is no concept of overtime in the
    email they send because they are using corporate                    knowledge industry)
    equipment and you own that and have the right to do
    so. There is absolutely no privacy. Security maybe(!!!)         *   Every policy/action and its assumptions are grossly
                                                                        out of sync here…
*   Then why do you pretend to give them cubicles (in the
    name of privacy?)
*   And this has happened for the last 20 years
*   What are your assumptions here?




                                                                *
*
*
    The Greater the Expert
    The More the Domain Expertise
                                                             * When the situation is
*   The More the Experience
                                                               Complex
*   The More the Niche Specialization                        * The situation is very
*   The More Wrong they can be in their                        Uncertain
      *   Assumptions
      *   Predictions
                                                             * The Risks and Costs could be
*   And their Negative Reactions and Openness to new           very high
*
    Idea‟s
    Abnormally and Unhealthily High Risk Aversion
                                                             * The Environment is changing
*   And Higher their Inertia to maintain the Status Quo
                                                               rapidly
    and avoid Change
                                                             * The Horizon is very long term
*   They do things that are
      *   Proven (???), or
      *   The Norm out here (!!!), or




                                                                    *
      *   So Called Industry Standards & Practices (???)
*   They also make the Biggest and Fanciest Up Front Ivory
    Tower Plans and Strategies based on nothing but
    Baseless Assumptions aka Experience
*
Aditya!!!



     *

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The Evil Of Our Worst Assumptions - Aditya Yadav

  • 1. * “Running an Agile Fortune 500 Company” Aditya Yadav, aditya.yadav@gmail.com in.linkedin.com/in/adityayadav76
  • 2. * A Typical Global Company * Fortune 500/1000 * 200 Divisions * 40 Countries * 25000 Employees *
  • 3. * @ Acme Inc.
  • 4. * Original Question “We know that „x‟ is the case. What should we do?” * The Correct Question - “The situation is complex, the risks are higher and the horizon is longer. Should we relook at our Assumptions before building a Model and arriving at the Decisions?” *
  • 5. * And The Philosophy Behind The Answer
  • 6. * Anchoring, where we give disproportionate weight to the first piece of information received, * Hindsight bias, which leads us to give undue weight to a recent (possibly dramatic) event. * The status quo trap biases us toward maintaining the current situation, even when better alternatives exist. The mistakes of the past are perpetuated by sunk-cost thinking ('We have invested so much that we cannot alter course now'). * Confirmation bias is when we seek information to support an existing view and discount opposing information. * The Overconfidence trap appears when someone has exaggerated their ability to understand situations. * Framing happens when an issue is incorrectly stated, undermining the decision-making process. * The Prudence trap leads us to be overcautious about uncertain factors, reflecting a fear of failure and risk aversion. * Bolstering is an uncritical emphasis on one option. * Shifting responsibility is another way of coping with difficult decisions and is often a sign of weak leadership. *** http://www.thisismoney.co.uk *
  • 7. * Are not Accidents! * Are not Unfortunate Incidents! * They are Mistakes Piled on Top Of Mistakes, Blunders upon Blunders * In Hindsight they make us think How Easy It Could Have Been Avoided * All Reviews, Feedback and Facts and Sometimes Processes were Ignored * They have all been premeditated decisions based on Wrong or Out Dated Assumptions and Models * And they are always Committed by The Experts!!! *
  • 8. Data Insights Decisions Facts Questions Strategy Assumptions Models *
  • 9. * Have you forgotten The Assumptions which are The Foundations of your Castle?
  • 10. * If a bad hire costs $40k and the wage is $80k * It would take 1hr of effort to sell to the * You pay 3 months salary as recruitment fees and 1 prospect to reduce the abandonment rate month as bonus/relocation = $27k * Instead of offering a “Competitive * You do 8 rounds of interviews in panels of 3 Wage(???)” you could have made an * You interview a dozen and half candidates = $17k irresistible offer using the same money * You have already incurred $44 in expenses till the and increased joining ratio substantially point of the interview * How specialized is your requirement that * Besides waiting 3-6 months to make the hire it requires 6 months of selections and 8 (Opportunity Costs if equal to wage) = $40k rounds each. * And you have waited 2-3 months after making the * How much reliability do you need in hiring offer to join with an abandonment rate of 25% = $20k to warrant 8-10 rounds of interviews? * You have incurred a total cost of $104k to hire one * Does it take those many to decide? Have person you heard of “Speed Date Hiring”? Why * What are your assumptions exactly? should that work? Think again? *
  • 11. * You start an employee referral program and offer * Scenario 6: A Players might refer A Players but <= $2k-5k to employees for referrals B Players refer C, D and E Players. So you actually incur bad hire costs of $40k with 80% probability = * The wage is $80k $32k * The referral bonuses will be paid 3months after * Scenario 7: The group of hires become a power joining center in the office and increases conflicts * Scenario 1: Gold Rush – Employees refer everyone * Scenario 8: Like hires Like… The group becomes they can causing a Flood detrimental for innovation and business * Scenario 2: Low Ratio of selection. Employees stop * Scenario 9: Eventually the effort to refer someone referring and the system fails keeps increasing till the point it makes the $2-$5k * Scenario 3: Employees inviting people they don‟t incentive inconsequential know on Twitter/Facebook/Linkedin to be * Scenario 10: You get the right Quality Hires and referred and share the bonus. What is the have succeeded in your Goal. Quality/Reliability of those refered? * Scenario 3: Empire Building in the Current * You still incur $84k (previous slide) and probably bad hire costs of $32k to hire anyway. What costs Company are you saving? $20k of recruitment consulting * Scenario 4: The referrer leaves your company and fees? refers his earlier referee‟s along. It is a big LEGAL * What was your assumption actually? Save business recruitment fees and make reliable & quality * Scenario 5: Gaming the System by letting out the hires? Cheat Codes and Selection Secrets (There is a full industry that exists just for that) *
  • 12. * In 90% of Companies * Now lets look at Companies that * First email someone, then „Actually‟ Succeed * Call him up, then * Rush to meet someone Face to Face, if not * Chase him and meet him Face to Face * Call him and sort it out then and * What are your assumptions here? there * Everything starts with email because * Last resort, email him – Its more Scalable? * Your organizational workflows are * How? With more unfinished in the exact opposite order of work/action items it can bring the that which leads to Success. entire company to a crawl * Moral: Hiding behind emails, * Everything will be lost in Email paperwork, processes leads to * Nothing will get decided, let alone * Bringing the progress to a crawl, achieving consensus and moving and eventually forward * The failure of your company *
  • 13. * You create an elaborate system to track working hours, * Absolutely absurd Trust Equation with the in and out swipes etc. employees. Is this the Foundation of your * Yet everyone enters exactly 40 hours into the time Organization? sheets used for billing. Though employees seldom work * That all employees are irresponsible. less than 60 hrs. What are the time sheets for anyway? * You ask for exact task by task details to be entered into * Then how and why do you expect them to the time sheets so everyone enters fairy tales anyway voluntarily contribute innovations to your company? Oh you still believe in the magic of * You don‟t do anything with those reports anyway and process conformance to deliver organizational you will bill for 40 hours anyway. Why the complexity?. success? But these things are a huge cost and burden. * You block everything on your intranet, internet, lock * And why would they be prudent with cost savings? down everything in the name of loss of productivity (and And optimizations? Continual Improvements? Wait! security) and yet grumble about low productivity. You say you will put 30-40 KRA‟s for each employee. * You give obsolete hardware in the name of standardization. Which costs peanuts in comparison to * Total Disconnect: You say they are not producing their salary yet costs in terms of engagement and enough. They (don‟t say) are quietly mumbling productivity and efficiency. they cant put in more hours than they already are. * You check every webpage they open and audit every (Hint: There is no concept of overtime in the email they send because they are using corporate knowledge industry) equipment and you own that and have the right to do so. There is absolutely no privacy. Security maybe(!!!) * Every policy/action and its assumptions are grossly out of sync here… * Then why do you pretend to give them cubicles (in the name of privacy?) * And this has happened for the last 20 years * What are your assumptions here? *
  • 14. * * The Greater the Expert The More the Domain Expertise * When the situation is * The More the Experience Complex * The More the Niche Specialization * The situation is very * The More Wrong they can be in their Uncertain * Assumptions * Predictions * The Risks and Costs could be * And their Negative Reactions and Openness to new very high * Idea‟s Abnormally and Unhealthily High Risk Aversion * The Environment is changing * And Higher their Inertia to maintain the Status Quo rapidly and avoid Change * The Horizon is very long term * They do things that are * Proven (???), or * The Norm out here (!!!), or * * So Called Industry Standards & Practices (???) * They also make the Biggest and Fanciest Up Front Ivory Tower Plans and Strategies based on nothing but Baseless Assumptions aka Experience
  • 15. *

Editor's Notes

  1. Samuel Pepys (1633-1703), the celebrated English diarist, wrote the following comments on seeing plays by Shakespeare: Romeo and Juliet - &apos;the worst play I ever saw in my life&apos;, A Midsummer Night&apos;s Dream - &apos;the most insipid, ridiculous play&apos;, Twelfth Night - &apos;a silly play.&apos;Dr. Dionysius Lardner (1793-1859), professor of natural history and astronomy at London University, warned that railway trains traveling at speed would asphyxiate their passengers through lack of air. He also stated that no steamship would be able to cross the Atlantic because it would need more coal than it could carry without sinking.Simon Newcomb (1835-1909), the leading US astronomer of his time and a professor of astronomy and mathematics, declared that flight by heavier-than-air objects was completely impossible. After the Wright brothers made their first flights he still claimed that airplanes were impractical and worthless.Ernst Werner von Siemens (1816-1892), the great German engineer who developed the telegraph industry and founded the company bearing his name, declared, &apos;Electric light will never take the place of gas.&apos;Charles Duell was Commissioner at the US Patents Office who in 1899 gave his opinion that, &apos;Everything that can be invented has been invented.&apos;Ernest Rutherford (1871-1937) was the eminent British physicist who pioneered nuclear physics, discovered the alpha particle and developed the nuclear theory of atomic structure. He refused to believe that nuclear energy could be harnessed and described ideas for nuclear power as &apos;moonshine&apos;.Lord Kelvin (1824-1907) was a distinguished British mathematician and physicist who developed the law of conservation of energy. The Kelvin scale of absolute temperature is named after him. He scoffed at the idea of radio and stated, &apos;Radio has no future.&apos; He also said, &apos;X-rays will prove to be a hoax.&apos;H.G. Wells (1866-1946) the eminent British author and one of the first science fiction writers said in 1902, &apos;I refuse to see any sort of submarine doing anything except suffocating its crew and floundering at sea.&apos;General Douglas Haig (1861 -1928) the commander of the British Army in WWI said in 1914 of the machine gun, &apos;Make no mistake, this weapon will change absolutely nothing.&apos;In 1927, H.M Warner of Warner Brothers asked, &apos;Who the hell wants to hear actors talk?&apos;Irving Fisher was Professor of Economics at Yale University. In 1929 he pronounced, &apos;Stocks have reached what looks like a permanently high plateau.&apos;Dr Albert Einstein said in 1932, &apos;There is not the slightest indication that nuclear energy will ever be obtainable.&apos;Admiral William Leahy (1875-1959) told President Truman in 1945, &apos;The atomic bomb will not go off and I speak as an expert in explosives.&apos;Rex Lambert, Editor of The Listener, wrote in 1936, &apos;Television won&apos;t matter in your lifetime or mine.&apos;John Langdon-Davies, fellow of the Royal Anthropological Institute opined in 1936, &apos;By 1960 work will be limited to three hours a day.&apos;Sir Richard Woolley was the British Astronomer-Royal who declared in 1956 that, &apos;Space travel is utter bilge.&apos;Don Rowe was the director of Decca Records who turned down the Beatles. He said to their promoter, Brian Epstein, &apos;We don&apos;t like your boys&apos; sound. Groups of guitarists are on the way out.&apos;Frank Sinatra in 1957 stated, &apos;Rock and Roll is phony. It&apos;s sung, written and played by cretinous goons.&apos;Ken Olson, CEO of DEC said in 1977, &apos;There is no reason anyone would want a computer in their home.&apos;Bill Gates stated in 1981, &apos;640k ought to be enough for anybody.&apos;http://voices.yahoo.com/20-worst-assumptions-made-experts-6337546.html