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Qaagi - Book of Why

Causes

Effects

orderto preventbias in the data collection

By helping with experiments , they will learn the skills of designing and implementing controlled , large - scale experiments ( e.g. , what kinds of controls should be implementedto preventbiases during data collection

actionsto preventbiases in data collection

data ... checklistmay causebias in data collection

Data collectorsTo preventbias in data collection

the geographic and temporal cover provided by citizen scientists is unregulatedcan resultin data collection bias

faulty survey ... measurement scalescreatebias in the data collected

faulty survey ... the use of measurement scalescreatebias in the data collected

the study him / herselfcould causebias in data collection

The data collection staff remained blind to the allocationto preventbias in data collection

The analysis of smartphones apps ... laptopsmay causebias in data collection

what steps were takento preventbias in the collection of data

Measuresto preventbias during the data collection

Also , for completers , the daily monitoring may become burdensomecan causea bias in the data collection

which could helpto discoverbias in the data collection process

retrospective datapossibly leadingto data collection bias

the increased use of prescribed medications in mothers of children with ASDmay have resultedfrom a bias in data collection

in skewed or misleading resultsmay resultin skewed or misleading results

to an erroneous conclusion.[24ledto an erroneous conclusion.[24

to the incorrect resultsledto the incorrect results

to biased datasets , which in turn produces biased algorithms that invent biased results and solutionsleadsto biased datasets , which in turn produces biased algorithms that invent biased results and solutions

This distribution shift(passive) is typically caused byThis distribution shift

the rise of ISIScausingthe rise of ISIS

to biased interpretation of the treatment effectmay leadto biased interpretation of the treatment effect

Methodological absences(passive) caused byMethodological absences

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