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These organizations usually have few resources for impact measurement, so every penny they spend on data gathering must count.
He, as are other mobile phone executives in Japan, is trying to increase the amount users spend on data services to offset slowing demand for voice services.
The NHS has many examples of these switches creating up to 50% reductions in the time spend staff spend on data input, but they are patchy and need to be systemically available across the whole service.
In Japan, for example, the average amount that consumers spend on data is the highest in the developed world — but not because of a lack of competition in the mobile industry.
Financial services, where "market data" – computerised data relating to quote (pre-trade or price discovery) and trade (post-trade or price) data for the whole range of financial instruments and asset classes – is a $25bn business worldwide, and global spend on data is often quoted as a typical bank's second largest expense after payroll.
Organizations will be even more selective in how they spend on data partnerships.
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2) I was impressed by how much attention Jingming's hundreds of Alipay engineers based in China apparently spend on data-mining -- really understanding the spending habits of Chinese consumers.
As the majority of the effort was spent on data cleaning, one of the next steps would be to incorporate natural language processing algorithms to help automate more of the cleaning as well as the encoding.
The afternoons were spent on data entry following the administration of a questionnaire in the morning.
If data collection or preparation is inadequately planned or executed, the data may not be analyzable by a statistician without significant effort spent on data cleaning.
There are three features to the campaign, which is aimed at reducing the amount spent on data centres by 35% in five years beginning 2011.
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