hobbit proposal

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Hobbit Habit Observation by Big Information Technology intuinno

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Page 1: Hobbit proposal

HobbitHabit Observation by Big Information Technology

intuinno

Page 2: Hobbit proposal

Problem

• You are public health decision maker.

• You have limited budget to promote healthy habit.

• Which geographical region should I put this money ?

Page 3: Hobbit proposal

ASSUMPTIONS

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Too Simple model of Human Health

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Traditional Model

Healthy

Sick

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New Model

Healthy

Sick

Healthy habit

UnHealthy habit

Page 7: Hobbit proposal

Problem

• You are public health decision maker.

• You have limited budget to promote healthy habit.

• Which geographical region should I put this money ?

Page 8: Hobbit proposal

What if we can find the regions where the life style is most unhealthy, or the life style is getting worse quickest?

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Why worst?

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How?

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Similar success

• Google Flu trend

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Google

• Targets Influenza

• Monitor search keywords

Hobbit

• Targets Chronic diseases

• Monitor distributed sensor outputs

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DETAILS

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Math tools

• Moving average

• State vs Differential

• Population adjusted

• Weight adjustment– By machine learning algorithm

– By human input

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Healthy habbit Score

• Fitness– a1 * dist + a2 * duration + a3 * calories

• Routine– b1 * steps + b2 * calories + b3 * distance

• Nutrition– c1 * (carbohydrates/calory) + c2 *

(carbohydrates/calory)

• Sleep– d1 * (number of waking up)

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Limitation

• Socio-economic bias from Wearable sensors

• Validic does not provide location data

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Other ideas

• Different organization will need different coefficients. -> Use Line up to get the custom ranking

• Connect to EHR and other data formats like income, crime