Page 51 - Ray Dalio - Principles
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predict that the price would drop to 50 cents before climbing
                       back to 75, and I wouldn’t know when to buy and sell. Rarely,
                       but  still  too  often,  the  system  would  be  dead  wrong  and  I

                       would lose a lot.

                          “He who lives by the crystal ball is destined to eat ground
                       glass” is a saying I quoted a lot in those days. Between 1979
                       and 1982, I had eaten enough glass to realize that what was
                       most  important  wasn’t  knowing  the  future—it  was  knowing
                       how to react appropriately to the information available at each
                       point in time. In order to do that, I would have to have a vast

                       store  of  economic  and  market  data  to  draw  on—and  as  it
                       happened, I did.

                          From  very  early  on,  whenever  I  took  a  position  in  the
                       markets, I wrote down the criteria I used to make my decision.
                       Then, when I closed out a trade, I could reflect on how well
                       these  criteria  had  worked.  It  occurred  to  me  that  if  I  wrote
                       those  criteria  into  formulas  (now  more  fashionably  called

                       algorithms) and then ran historical data through them, I could
                       test how well my rules would have worked in the past. Here’s
                       how it worked in practice: I would start out with my intuitions
                       as  I  always  did,  but  I  would  express  them  logically,  as
                       decision-making  criteria,  and  capture  them  in  a  systematic
                       way,  creating  a  mental  map  of  what  I  would  do  in  each
                       particular situation. Then I would run historical data through

                       the systems to see how my decision would have performed in
                       the past and, depending upon the results, modify the decision
                       rules appropriately.

                          We  tested  the  systems  going  as  far  back  as  we  could,
                       typically more than a century, in every country for which we
                       had  data,  which  gave  me  great  perspective  on  how  the
                       economic/market  machine  worked  through  time  and  how  to

                       bet on it. Doing this helped educate me and led me to refine
                       my criteria so they were timeless and universal. Once I vetted
                       those relationships, I could run data through the systems as it
                       flowed at us in real time and the computer could work just as
                       my brain worked in processing it and making decisions.

                          The  result  was  Bridgewater’s  original  interest  rate,  stock,

                       currencies,  and  precious  metals  systems,  which  we  then
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