Big Data Landscape, 2015-2020 - United Nations
Big Data Landscape, 2015-2020
Brian C. Moyer, Director
Global Conference on Big Data for Official Statistics October 20, 2015
Where are we now?
? Official statistics use a variety of big data sources
? Current private source data for GDP estimation:
GDP
? Ward's/Polk/JD Power (auto sales/price/registrations)
? American Petroleum Institute (oil drilling)
? Variety magazine (motion picture admissions)
Sampled Survey Data
Admin Data
? IRS, Statistics of Income ? DOL, Unemployment Insurance data
? Source data for Producer Price Index
Big Data
estimation (Bureau of Labor Statistics):
Non-sampled data
? Stock exchange security trades
? Medicare Part B reimbursements
2
U.S. Corporate Profits
3
Some challenges with using big data
? How representative are the data? ? Do the concepts match those needed to measure
output, prices, employment, etc.? ? Do the data provide consistent time series and
classifications? ? Is it possible to bridge gaps in coverage? ? How timely are the data? ? How cost effective? ? What confidential issues arise and how limiting are
they?
4
Are big data the answer?
? Need to continue efforts to explore Big Data as the landscape facing government agencies has changed:
? Shrinking budgets ? Increasing demand for more timely and detailed
data ? Increasing respondent burden ? Emerging providers of economic statistics ? Declining response rates
5
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