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Sports  Analytics  and  Mount  Kilimanjaro
The  ‘Shining  Mountain  Challenge’,  looking  at  Data  Analytics,  Integrity  and  Visualization  with  the  Fitbit Surge  
PREPARED  BY:  RICHARD  ENGLISH |  BUSINESS  MANAGER  – DATA  SCIENCE  &  ANALYTICS
richard@talentforce.academy
0405278651|  0282787067
• Climb  to  5,896  metres above  sea  level
• In  3  ½  days
• Adjust  to  extreme  changes  in  temperature  
and  conditions
The  Task…
• Altitude  sickness
• Overcoming  mental  battles
• Good  level  of  base  fitness
Identifying  Challenges…  
Preparation…
What Why
Cardio  interval  training  at  Peak  Altitude  Centre Shock  the  body  into  a  reaction  from  intense  
training  at  altitude
Weights  Training Prepare  for  carrying  a  5-­10  KG  day  pack  
Hill  Sprints  and  Circuit  Training Have  a  strong  core  for  endurance  and  strengthen  
legs  muscles  for  climbing
Weekly  Hike  (12-­25  KM) Wear  in  hiking  boots  and  be  comfortable  
covering  long  distances  over  an  extended  period  
of  time
Data  Analytics  and  Visualisation
with  Fitbit Surge…  
• Calories  consumed  vs  burned
• Daily  Steps  total
• Resting  and  changing  Heartrate
• Distance  covered  
• Number  of  Active  Minutes
• Sleeping  pattern  and  restless  nights
Sleep  Visualisation…
Wed  02  Sep
• In  bed  for  7  hrs 15  mins
• Slept  for  a  total  6  hrs 35  mins
• Woke  up  4  times
• Restless  8  times
Over  the  past  2  weeks
• Only  2  really  good  nights  sleep
• Been  restless  and  awake  multiple  
times  over  the  past  3  nights
Sleep  on  Thursday  3rd September…
• Went  to  bed  at  11:15pm
• Instantly  fell  asleep
• Awake  once
• Restless  twice
• In  bed  for  7  hrs 5  mins
• Slept  for  6  hrs 59  mins
Risk  Mitigation…
Challenge Risk  Mitigation  Method
Altitude  sickness   Trained  at  an  intense  level  in  an  altitude  chamber  
and  monitored  heartrate and  oxygen  saturation  
levels  over  5,000  metres above  sea  level
Overcoming  mental  battles   Pushed  myself  to  the  brink  and  then  some  more  to  
shock  my  body  and  go  through  the  pain  in  the  
preparation  phase  rather  than  dealing  with  pain  on  
the  mountain
Good  level  of  base  fitness Did  enough  physical  exercise  to  be  in  the  best  
shape  of  my  life
Data  Integrity  and  Insights…
• Without  data  integrity,  my  
judgment  of  approaching  the    task  
is  blurred  
• The  insights  I  gained  are  only  as  
good  as  the  data  I  entered  
• I  predict  that  Altitude  Sickness  
could  be  the  only  challenge  and  
would  be  brought  on  by  either:
• Dehydration
• Sleep  Deprivation
• Unbalanced  Diet
Did  I  Make  It?...
I  Made  It!
The  Challenge…
Challenge Cause Effects Solution
Altitude  Sickness Dehydration  (water  
froze)  &  Sleep  
Deprivation
Nausea,  restricted  
balance  and  
headache    
Stop  briefly  at  5,400  metres
above  sea  level.  Sit  down,  sip  on  
water  handed  to  me  by  a  guide,  
breathe  deep  breaths  slowly.  
Continue  without  the  weight  of  
my  day  pack.  Mental  toughness  
will  get  me  to  the  summit
Conclusion…
• Gathered  requirements  &  scoped  out  needs  
• Set  timeframes  for  me  to  work  to  in  the  planning  phase
• Identified  challenges
• Tested  &  brought  forward  PAIN  to  reduce  impact  of  PAIN  
later  in  the  project
• Introduced  Data  Analytics  and  inputted  clean  data  to  
record  performance
• Monitored  performance  through  Data  Visualisation
• Identified  valuable  Insights  from  Visualisation
• Made  key  decisions  on  how  to  move  forward  and  was  
proactive  in  Mitigating  Risk
• Went  live,  found  solutions  to  overcome  challenges  &  
executed  delivery  on  time
• CELEBRATED  MY  SUCCESS!!!
Questions?

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DS & A Meetup - Kilimanajaro Analytics

  • 1. Sports  Analytics  and  Mount  Kilimanjaro The  ‘Shining  Mountain  Challenge’,  looking  at  Data  Analytics,  Integrity  and  Visualization  with  the  Fitbit Surge   PREPARED  BY:  RICHARD  ENGLISH |  BUSINESS  MANAGER  – DATA  SCIENCE  &  ANALYTICS richard@talentforce.academy 0405278651|  0282787067
  • 2. • Climb  to  5,896  metres above  sea  level • In  3  ½  days • Adjust  to  extreme  changes  in  temperature   and  conditions The  Task…
  • 3. • Altitude  sickness • Overcoming  mental  battles • Good  level  of  base  fitness Identifying  Challenges…  
  • 4. Preparation… What Why Cardio  interval  training  at  Peak  Altitude  Centre Shock  the  body  into  a  reaction  from  intense   training  at  altitude Weights  Training Prepare  for  carrying  a  5-­10  KG  day  pack   Hill  Sprints  and  Circuit  Training Have  a  strong  core  for  endurance  and  strengthen   legs  muscles  for  climbing Weekly  Hike  (12-­25  KM) Wear  in  hiking  boots  and  be  comfortable   covering  long  distances  over  an  extended  period   of  time
  • 5. Data  Analytics  and  Visualisation with  Fitbit Surge…   • Calories  consumed  vs  burned • Daily  Steps  total • Resting  and  changing  Heartrate • Distance  covered   • Number  of  Active  Minutes • Sleeping  pattern  and  restless  nights
  • 6. Sleep  Visualisation… Wed  02  Sep • In  bed  for  7  hrs 15  mins • Slept  for  a  total  6  hrs 35  mins • Woke  up  4  times • Restless  8  times Over  the  past  2  weeks • Only  2  really  good  nights  sleep • Been  restless  and  awake  multiple   times  over  the  past  3  nights
  • 7. Sleep  on  Thursday  3rd September… • Went  to  bed  at  11:15pm • Instantly  fell  asleep • Awake  once • Restless  twice • In  bed  for  7  hrs 5  mins • Slept  for  6  hrs 59  mins
  • 8. Risk  Mitigation… Challenge Risk  Mitigation  Method Altitude  sickness   Trained  at  an  intense  level  in  an  altitude  chamber   and  monitored  heartrate and  oxygen  saturation   levels  over  5,000  metres above  sea  level Overcoming  mental  battles   Pushed  myself  to  the  brink  and  then  some  more  to   shock  my  body  and  go  through  the  pain  in  the   preparation  phase  rather  than  dealing  with  pain  on   the  mountain Good  level  of  base  fitness Did  enough  physical  exercise  to  be  in  the  best   shape  of  my  life
  • 9. Data  Integrity  and  Insights… • Without  data  integrity,  my   judgment  of  approaching  the    task   is  blurred   • The  insights  I  gained  are  only  as   good  as  the  data  I  entered   • I  predict  that  Altitude  Sickness   could  be  the  only  challenge  and   would  be  brought  on  by  either: • Dehydration • Sleep  Deprivation • Unbalanced  Diet
  • 10. Did  I  Make  It?...
  • 12. The  Challenge… Challenge Cause Effects Solution Altitude  Sickness Dehydration  (water   froze)  &  Sleep   Deprivation Nausea,  restricted   balance  and   headache     Stop  briefly  at  5,400  metres above  sea  level.  Sit  down,  sip  on   water  handed  to  me  by  a  guide,   breathe  deep  breaths  slowly.   Continue  without  the  weight  of   my  day  pack.  Mental  toughness   will  get  me  to  the  summit
  • 13. Conclusion… • Gathered  requirements  &  scoped  out  needs   • Set  timeframes  for  me  to  work  to  in  the  planning  phase • Identified  challenges • Tested  &  brought  forward  PAIN  to  reduce  impact  of  PAIN   later  in  the  project • Introduced  Data  Analytics  and  inputted  clean  data  to   record  performance • Monitored  performance  through  Data  Visualisation • Identified  valuable  Insights  from  Visualisation • Made  key  decisions  on  how  to  move  forward  and  was   proactive  in  Mitigating  Risk • Went  live,  found  solutions  to  overcome  challenges  &   executed  delivery  on  time • CELEBRATED  MY  SUCCESS!!!