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INSIGHT Accelerated
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INSIGHT Accelerated 4
Session 2:Objectives
Individualization
Review and understand the need and role of individualization of training
Targeting
Build an understanding of the key energy system (metabolic) time and intensity targeting needs
Case Study
Examine a simple case study for each of the three areas of analytics
INSIGHT Accelerated
Training History: Variability Principle
INTENSITY
(How Hard)
VOLUME
(How Much and How Often)
REST
(How Much)
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Challenge: Threshold / FTP based
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General “Functional” rules generally worked
With data came the emergence of generalized rules
Not me
And not me
INSIGHT Accelerated
To solve the generalized approach
issue, we do not need a better
generalized system…
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Slide contribution: Dr. Andrew Coggan
INSIGHT Accelerated
A better system of modeling
Using the exercising athlete to better understand
their physiology…
…and using their specific physiology to better
understand how to specifically train them.
Athlete Physiology Performance
INSIGHT Accelerated
Individualization
…a system of
training whereas the
elements of such
training are based off
me and targeted at
me
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INSIGHT Accelerated
Individualization Elements
Strength
• Neuromuscular Power
• Force
• Strength
Metabolic
• Anaerobic Capacity
• Aerobic Capacity
• Lactic
Fatigue
• Endurance
• Stamina
• Resistance
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INSIGHT Accelerated
Because having a robust mathematical
description of an individual’s power-
duration relationship…
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Slide contribution: Dr. Andrew Coggan
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Slide contribution: Dr. Andrew Coggan
…helps assure the accuracy and
stability of the outputs of further
calculations based upon this description.
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Sigmoidal Curve
The shape sense of sigmoid is most
often used in scientific contexts to
describe an s-shaped curve on a graph
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Metabolic Pathways
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Metabolic Pathways
Resynthesize ATP
Anaerobic
without O2
ATP-CP SystemATP/Creatine Phosphate
Glycolysis SystemCarbohydrates
Aerobic
with O2
Oxidative System
Fats, CHO, Proteins
INSIGHT Accelerated
Why Sigmoidal?
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Energy System • Three systems: two
anaerobic and one aerobic
• Each produces power uniquely in each of us
• The transitionalrelationship between systems is not linear or a straight line; it is a curve
• It is also NOT one at a time, all systems contribute
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FTP Explained (a little)
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FTP is aerobic and most
correlated with MLSS
FTP is the aerobic
contribution to power duration
curve
FRC is the anaerobic
contribution to power duration
curve
Power Duration Curve Model is
the combination of
these
FTP is the aerobic power (endurance)
NOT the combination
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The Model: End Goal
The end goal was to
more closely estimate
the performing athlete’s
current physiology.
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INSIGHT Accelerated
Evolution of Training
Random Training
Generalized Training
Individualized Training
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An accurate human performance model allows us to evolve training to focus on the individual.
Individual Training and
Response “Footprint”
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Individual Training Footprint
Individualize training based on the athlete’s
unique training footprint. – Ability to quantify and view the underlying
physiology of the athlete
– Identify specific relative strengths and
weaknesses
– Dose-response relationship not only
measured as power or heart rate, but as the
actual adaption of the underlying physiology
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INSIGHT Accelerated
Individual Insights
A robust and evolving model that allows us to
better understand the performing athlete’s
physiology improves the efficacy of training.– Accelerated insight into response and adaptations
– Improved understanding of environmental effects
– Ability to utilize historical performance data to validate
strategy or coaching theory
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It is NOT a method of training; it is a robust method of TESTING the efficacy of the selected training
method.
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THOUGHTS
• QUANTIFICATION OF THE FOOTPRINT
– Physiology
– Training Needs
– Individual Training Targets
– Quantified tracking of dose / response
– Problem Solve
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INSIGHT Accelerated
Challenge #1:
Threshold / FTP based
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General “Functional” rules
Demand of the Events are “Generalized”
Ability of the Riders are “Generalized”
INSIGHT Accelerated
FTP Based
Power training levels
Level Name/purpose% of threshold
power% of threshold HR RPE Time
1 Active recovery <55% <68% <2 70-80 years
2 Endurance 56-75% 69-83% 2-32.5 hours to
14 days
3 Tempo 76-90% 84-94% 3-430min to 8
hours
4 Lactate threshold 91-105% 95-105% 4-5 10 - 60 min.
5 VO2max 106-120% >106% 6-7 3 - 8 min.
6 Anaerobic capacity 121-150% N/a >7 30 sec. - 2 min.
7Neuromuscular
powerN/a N/a (maximal) 5 - 15 sec.
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INSIGHT Accelerated
Mean maximal power as % of FTP
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0%
100%
200%
300%
400%
500%
600%
1 10 100 1000 10000 100000 1000000
Pow
er (
%)
of
FTP
Duration of effort (s)
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Compare Classic Levels
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Note: Above FTP intervals level is only ~10 watts different
INSIGHT Accelerated
A better system of modeling
Using the exercising athlete to better understand
their physiology…
…and using their specific physiology to better
understand how to specifically train them.
Athlete Physiology Performance
INSIGHT Accelerated
Training Level Evolved:
iLevels
Not a revolution, an evolution of
individualization
• FTP has been the anchor of
training levels
• Training levels that describe
efforts based of a %
• Range based on the bell curve
• Range that limits / controls
some metrics
– IF, TSS, PMC
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INSIGHT Accelerated
PD Model: iLevels
Intensity
• Defining the relationship
of workout intensity,
intervals and the PD
Curve
Time
• Defining the relationship
of “time” in training level
to the PD Curve
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INSIGHT Accelerated
…iLevels made them
“individualized” but still worked
better as description
We still need to solve the
“description/prescription problem”
for intervals
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PD Curve
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Human Performance Model• Based off all points of data• Certain points have more
influence• These “points” are points of
intersection of time and intensity
• These points can be “teased out” by desired physiological strain, this drives iLevels
• We can be more specific
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PD Curve Exertion
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Human Performance Model• iLevels are the description,
but are too broad to fully optimize interval “prescription”
• Specific points of “adaptation exertion” are required.
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With understanding comes
optimization
Connecting the dots
• We know key points of
exertion on the model
• We have a highly
accurate model of the
power duration
relationship of the
athlete
• All we really need is
two lines
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INSIGHT Accelerated
FTP Based
Power training levels
Level Name/purpose% of threshold
power% of threshold HR RPE Time
1 Active recovery <55% <68% <2 70-80 years
2 Endurance 56-75% 69-83% 2-32.5 hours to
14 days
3 Tempo 76-90% 84-94% 3-430min to 8
hours
4 Lactate threshold 91-105% 95-105% 4-5 10 - 60 min.
5 VO2max 106-120% >106% 6-7 3 - 8 min.
6 Anaerobic capacity 121-150% N/a >7 30 sec. - 2 min.
7Neuromuscular
powerN/a N/a (maximal) 5 - 15 sec.
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INSIGHT Accelerated
Optimized Interval targets in WKO4
Based off your unique physiology / power duration relationship
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Predominate Energy Source
Targeting
Metabolic
Specificity
Anaerobic
Anaerobic Power (Alactacid Oxygen
Debt)
Anaerobic Endurance
(Lactid Oxygen Debt)
Aerobic
Aerobic Power (Oxidative Maximum)
Aerobic Endurance (Oxidative Steady-
State)Anaerobic
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Depends on duration and intensity of exercise but can vary significantly in individuals
INSIGHT Accelerated
Metabolic Pathways
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Metabolic Pathways
Resynthesize ATP
Anaerobic
without O2
ATP-CP SystemATP/Creatine Phosphate
Glycolysis SystemCarbohydrates
Aerobic
with O2
Oxidative System
Fats, CHO, Proteins