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Traditional query systems do not factor in data quality considerations in their response.
(A product list is at energystar.gov.) Many Web sites offer calculators to help figure out carbon profiles, factoring in data like a house's age, its insulation and the types of fuel, electricity and bulbs used.
Brian Whitman, an Echo Nest co-founder, told me that programmers also hope to learn more about listeners by factoring in data such as "what the weather is like, what your relationship status is now on Facebook".
They'll factor in data points like the commenter's influence, how much a comment was shared, demographic data like the commenter's age and location, and recency.
Before the council factored in the latest data, it had expected all new generation to come from natural-gas plants.
This is a possible complexity that needs to be factored in as more data becomes available.
A computer can factor in objective data, but a worker must take that data and then overlay it with subjective understanding that can't always be quantified.
The challenge with using this strategy on its own is it treats all categories and items the same and does not factor in spending data.
In 2014, the non-partisan FairVote Center made predictions in 368 of the 435 congressional races -- without factoring in polling data or campaign expenditures.
Models that rely on averages of warming possibilities fail to factor in new data that show the continued rise in emissions makes the lower-end projections impossible, he said.
Presumably, in the future, modelling programmes will factor in these data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com