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OBEY	
  THE	
  POWER	
  LAW	
  
The	
  importance	
  of	
  hit-­‐driven	
  thinking	
  in	
  venture	
  
capital	
  and	
  technology	
  
Babe	
  Ruth:	
  Home	
  runs	
  define	
  success.	
  
In	
  VC,	
  a	
  fund’s	
  best	
  investment	
  returns	
  more	
  $	
  than	
  all	
  other	
  investments	
  combined.	
  
As	
  expected,	
  great	
  venture	
  capital	
  funds	
  have	
  more	
  “home	
  run”	
  investments.	
  
And	
  great	
  funds’	
  home	
  runs	
  are	
  of	
  greater	
  magnitude.	
  	
  
But	
  great	
  funds	
  also	
  lose	
  money	
  more	
  oOen	
  than	
  good	
  ones	
  do.	
  
To	
  be	
  hit-­‐driven,	
  need	
  to	
  trade-­‐off	
  probability	
  of	
  success	
  with	
  magnitude	
  of	
  impact.	
  
100%	
  
0%	
  
High	
  Low	
  
Probability	
  of	
  
success	
  
Magnitude	
  of	
  impact	
  
Consensus	
  
Non-­‐	
  
	
  consensus	
  
Right	
  Wrong	
  
Nature	
  of	
  
belief	
  
Outcome	
  
In	
  VC,	
  this	
  translates	
  to	
  being	
  “non-­‐consensus	
  right.”	
  
“Vulture”	
  
Money	
  already	
  in,	
  
race	
  to	
  remaining	
  
profit	
  opportunity	
  
“Thunderlizard”	
  
Big	
  breakthroughs	
  
not	
  obvious	
  at	
  :me	
  
of	
  investment	
  
“Lemming”	
  
Lowest-­‐risk	
  failure	
  
via	
  safety	
  in	
  
numbers	
  
“Babe	
  Ruth”	
  
Big	
  swing	
  and	
  a	
  
miss	
  
How	
  valuable	
  is	
  “consensus”?	
  Expert	
  predicUons	
  oOen	
  have	
  liVle	
  predicUve	
  value.	
  
Most	
  of	
  us	
  think	
  of	
  the	
  world	
  as	
  Normally	
  Distributed.	
  
But	
  power	
  laws	
  govern	
  most	
  of	
  what	
  happens	
  in	
  technology.	
  
Here	
  are	
  some	
  reasons	
  why.	
  
Zero	
  marginal	
  cost	
  of	
  so=ware	
  reproduc@on	
  makes	
  hit	
  products	
  dispropor@onately	
  profitable	
  
	
  
Consumer	
  demand	
  for	
  new	
  technologies	
  is	
  usually	
  very	
  difficult	
  to	
  predict	
  
	
  
Mutually	
  reinforcing,	
  mul@-­‐step,	
  posi@ve	
  feedback	
  loop	
  between	
  plaIorms	
  and	
  applica@ons	
  
	
  
	
  
“Companies	
  spend	
  more	
  than	
  $2	
  trillion	
  on	
  acquisi@ons	
  every	
  year.	
  	
  
	
  
Study	
  a=er	
  study	
  puts	
  the	
  failure	
  rate	
  of	
  mergers	
  and	
  acquisi@ons	
  somewhere	
  between	
  70%	
  
and	
  90%.”	
  
Example	
  #1:	
  Most	
  tech	
  M&A	
  transacUons	
  are	
  complete	
  failures.	
  	
  
But	
  the	
  few	
  that	
  succeed	
  can	
  be	
  completely	
  transformaUve.	
  
Example	
  #2:	
  Winner-­‐take-­‐most	
  markets	
  (applicaUons)	
  
Example	
  #2:	
  Winner-­‐take-­‐most	
  markets	
  (infrastructure)	
  
Example	
  #2:	
  Winner-­‐take-­‐most	
  markets	
  (search)	
  
Example	
  #3:	
  “10x	
  engineers”	
  
Task	
   Best	
  engineer	
   Worst	
  engineer	
  
Coding	
  @me	
   1	
   20	
  
Debugging	
  @me	
   1	
   25	
  
Program	
  size	
   1	
   5	
  
Program	
  execu@on	
  
speed	
  
10	
   1	
  
Example	
  #4:	
  InsUtuUonalised	
  Hit-­‐Making.	
  
Example	
  #5:	
  Technology	
  Udal	
  waves	
  and	
  incumbent	
  failure.	
  
Embrace	
  power	
  curve	
  thinking	
  in	
  your	
  organisaUon.	
  
Incen@vise	
  outcome	
  value,	
  not	
  frequency	
  of	
  success	
  	
  
	
  
Make	
  dispropor@onately	
  big	
  investments	
  in	
  a	
  few	
  products	
  designed	
  to	
  appeal	
  to	
  large	
  
audiences	
  
	
  
Make	
  failure	
  allowable	
  (not	
  desirable):	
  Quan@ty	
  +	
  Learning	
  =	
  Quality	
  
	
  
Find	
  secrets	
  (“non-­‐consensus	
  rights”)	
  
	
  
Don’t	
  overweight	
  expert	
  predic@ons	
  

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Daniel Gulati, Co-Head of Seed Practice, Comcast Ventures NYC

  • 1. OBEY  THE  POWER  LAW   The  importance  of  hit-­‐driven  thinking  in  venture   capital  and  technology  
  • 2. Babe  Ruth:  Home  runs  define  success.  
  • 3. In  VC,  a  fund’s  best  investment  returns  more  $  than  all  other  investments  combined.  
  • 4. As  expected,  great  venture  capital  funds  have  more  “home  run”  investments.  
  • 5. And  great  funds’  home  runs  are  of  greater  magnitude.    
  • 6. But  great  funds  also  lose  money  more  oOen  than  good  ones  do.  
  • 7. To  be  hit-­‐driven,  need  to  trade-­‐off  probability  of  success  with  magnitude  of  impact.   100%   0%   High  Low   Probability  of   success   Magnitude  of  impact  
  • 8. Consensus   Non-­‐    consensus   Right  Wrong   Nature  of   belief   Outcome   In  VC,  this  translates  to  being  “non-­‐consensus  right.”   “Vulture”   Money  already  in,   race  to  remaining   profit  opportunity   “Thunderlizard”   Big  breakthroughs   not  obvious  at  :me   of  investment   “Lemming”   Lowest-­‐risk  failure   via  safety  in   numbers   “Babe  Ruth”   Big  swing  and  a   miss  
  • 9. How  valuable  is  “consensus”?  Expert  predicUons  oOen  have  liVle  predicUve  value.  
  • 10. Most  of  us  think  of  the  world  as  Normally  Distributed.  
  • 11. But  power  laws  govern  most  of  what  happens  in  technology.  
  • 12. Here  are  some  reasons  why.   Zero  marginal  cost  of  so=ware  reproduc@on  makes  hit  products  dispropor@onately  profitable     Consumer  demand  for  new  technologies  is  usually  very  difficult  to  predict     Mutually  reinforcing,  mul@-­‐step,  posi@ve  feedback  loop  between  plaIorms  and  applica@ons      
  • 13. “Companies  spend  more  than  $2  trillion  on  acquisi@ons  every  year.       Study  a=er  study  puts  the  failure  rate  of  mergers  and  acquisi@ons  somewhere  between  70%   and  90%.”   Example  #1:  Most  tech  M&A  transacUons  are  complete  failures.    
  • 14. But  the  few  that  succeed  can  be  completely  transformaUve.  
  • 15. Example  #2:  Winner-­‐take-­‐most  markets  (applicaUons)  
  • 16. Example  #2:  Winner-­‐take-­‐most  markets  (infrastructure)  
  • 18. Example  #3:  “10x  engineers”   Task   Best  engineer   Worst  engineer   Coding  @me   1   20   Debugging  @me   1   25   Program  size   1   5   Program  execu@on   speed   10   1  
  • 19. Example  #4:  InsUtuUonalised  Hit-­‐Making.  
  • 20. Example  #5:  Technology  Udal  waves  and  incumbent  failure.  
  • 21. Embrace  power  curve  thinking  in  your  organisaUon.   Incen@vise  outcome  value,  not  frequency  of  success       Make  dispropor@onately  big  investments  in  a  few  products  designed  to  appeal  to  large   audiences     Make  failure  allowable  (not  desirable):  Quan@ty  +  Learning  =  Quality     Find  secrets  (“non-­‐consensus  rights”)     Don’t  overweight  expert  predic@ons