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" ... DONOR DEPENDENCY This ambiguous ratio calculates how badly a nonprofit needed contributions to break even. Here’s the formula: private donations minus surplus, with this result divided by private donations. A ratio of 100% means revenues were the same as expenses. A ratio above 100% means the charity had more expenses than revenue. A negative ratio (below 0%) means the charity had an annual surplus greater than all private donations! (This is often a hospital or a museum). The average for the list this year is 77%; the typical charity was able to put away 23% of donations for the future. Last year’s ratio was 66%, meaning 34% of donations were banked. Yearly differences are often largely due to varying investment returns. The donor dependency ratio is extremely sensitive to financial markets and for many charities varies wildly from year to year. Here’s the ambiguity in significance. For the other two ratios, the higher the ratio, the better, especially in reviewing year-to-year change. But what makes this ratio interesting is that its meaning depends on the beholder. Should the donor be looking for a charity that badly needs contributions and is likely to put them to work immediately, a ratio above 100 might be considered good. On the other hand, if the patron wants a charity that can better stand on its own long term, a ratio below 100 might be viewed as better. This ratio does tend to unearth some charities pleading for money that actually have substantial financial reserves or other kinds of revenue. ... "
" ... Instructing a system trained on ImageNet to label people, and showing people what the system sees, is one example of Paglen’s cyber-muckraking. Another case, more ambiguous on first viewing , involves image-processing of natural phenomena by computer vision algorithms. For instance, CLOUD #902 Scale Invariant Feature Transform; Watershed, shows a storm cloud overlaid with what appears to be a random assortment of geometric shapes. In fact the circles and lines are marks of the AI struggling to process atmospheric conditions using the training it received in an industrial setting. ... "
" ... Sadly for Amazon, the ambiguous definition of its customer means it can’t wipe out Shopify unless it stops using its market power to raise the fees it charges merchants while knocking off the products of its most successful third-party sellers. ... "
" ... Think of search intent like this: Google receives an ambiguous question and uses it’s algorithm to answer it. Search intent tells Google what the true meaning of that question is so it can provide the best possible answer.So how can businesses act on search intent? To start, focus on doing an incredible job of providing information to users.Google’s algorithm will only get better at satisfying user intent, which means businesses have to make sure every piece of indexed content answers all specificities. ... "
" ... What’s happening now? My two colleagues, Jim Thompson and Sam Yankelevitch, and I are collaborating on our upcoming book. The working title is Cultivating Your Communication Habit: How to Reduce the Ambiguity, Friction and Errors We Experience Interacting in a VUCA [volatile, uncertain, complex and ambiguous] World. ... "