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Within three years she had pocketed two degrees in finance and statistics.
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What's reduced: There's no corporate finance or statistics.
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Finance Secretary John Swinney said the statistics showed the largest fall in the unemployment rate in Scotland since early 2008.
BBC: Unemployment in Scotland falls by 19,000
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Since 1980, according to the Bureau of Labor Statistics, the number of people employed in finance, broadly defined, has shot up from roughly five million to more than seven and a half million.
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The personal finance website nerdwallet.com recently aggregated the results of assorted statistics and surveys to compile a list of the ten worst big cities in the U.S. for drivers.
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Yet in Saudi Arabia, official statistics indicate that just 5% of Saudis working in finance and property are female.
ECONOMIST: Finance in the Middle East
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Family gifts that finance the living expenses of a college student who otherwise appears in the statistics as a low income household are also not counted, again exaggerating income inequality, or at least differences in standard of living.
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According to my calculations on data from the Bureau of Labor Statistics and the Federal Reserve, employment in business management and finance during the past 20 years correlated negatively at a moderate magnitude with changes in the interbank interest rate.
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They say the labour trends are hard to square with other statistics, logging decidedly poor growth performances in key sectors such as construction and finance.
BBC: Alex Salmond's Plan Macb
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From her first incarnation as head of statistics (she had read maths at the University of London) through her time as finance editor and then mastermind of the newsletter Financial Report, she showed grit, feistiness, a disarming sense of humour and an affection for bone-dry La Ina sherry.
ECONOMIST: Financial journalism loses one of its greats