Big data: Difference between revisions
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All data is from the past, as Roger Martin has it. | All data is from the past, as Roger Martin has it. | ||
===It is bad=== | ===It is bad=== | ||
Not only (per our careful argument at [[signal-to-noise-ratio]]) is the overall quantity of data we have skewed in time and practically nil in quantity, the quality data in of our tawdry collection is poor. And not just in its profusion of cat videos and hot takes on Twitter, either. For, as the evolutionary record, it contains all the errors and the one successful trial; all the abandoned drafts, all the false starts, all the typos, [[split infinitive]]s, tendentious arguments, feeble caveats and needless [[for the avoidance of doubt|avoidances of doubt]]. The data we have, that is, even on our own rationalised terms, mainly noise. | |||
===It is illiberal=== | ===It is illiberal=== | ||
Second, in its [[reductionism]], in its funnelling of a dispersed population into an essential homogeneity, it speaks to the underlying belief in a grand unifying theory of everything: a transcendent ''truth''. This, in the [[JC]]’s view, is a profoundly illiberal idea: to be unable to accommodate pluralism is to ''deny'' of pluralism. | Second, in its [[reductionism]], in its funnelling of a dispersed population into an essential homogeneity, it speaks to the underlying belief in a grand unifying theory of everything: a transcendent ''truth''. This, in the [[JC]]’s view, is a profoundly illiberal idea: to be unable to accommodate pluralism is to ''deny'' of pluralism. |
Revision as of 07:13, 8 November 2022
The JC’s amateur guide to systems theory™
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As at the time of its analysis, all data is from the past.
Turkey: “I have transformed myself into a data-driven business. All my data — and I’ve got reams of the stuff — tells me that every morning I shall be fed at 9 am on the dot. Aha! Here comes the farmer, right on time! I wonder if I’ll get a special treat because it is Christmas!”
Charlotte (spinning web): Ummm
Beware an over-commitment to data analytics:
Firstly it expresses a preference for the aggregate over the specific, and the average over the outlier, the individual, the unique or extraordinary. It is to prefer the mediocre, for its weight of numbers, over the isolated vision of a genius or the depravity of the ugliest man.
As surely as the ugliest man killed God, so did data kill the superman. The will to power is defeated by the million-strong dull blades of the will to entropy. It is the will to premium mediocre.
It is historical
All data is from the past, as Roger Martin has it.
It is bad
Not only (per our careful argument at signal-to-noise-ratio) is the overall quantity of data we have skewed in time and practically nil in quantity, the quality data in of our tawdry collection is poor. And not just in its profusion of cat videos and hot takes on Twitter, either. For, as the evolutionary record, it contains all the errors and the one successful trial; all the abandoned drafts, all the false starts, all the typos, split infinitives, tendentious arguments, feeble caveats and needless avoidances of doubt. The data we have, that is, even on our own rationalised terms, mainly noise.
It is illiberal
Second, in its reductionism, in its funnelling of a dispersed population into an essential homogeneity, it speaks to the underlying belief in a grand unifying theory of everything: a transcendent truth. This, in the JC’s view, is a profoundly illiberal idea: to be unable to accommodate pluralism is to deny of pluralism.
It is noisy
Thirdly, to embrace all the data you can find is to degrade the signal-to-noise ratio. Even if you buy into the incoherent reductionist idea that the “signal” is some kind of transcendent truth, by industrialising your data, you risk burying it and if you don’t — if like we pluralists you see any signal as not just a suitable narrative for your present purposes, the more data you gather, the more possible narratives — conflicting narratives; incommensurable narratives — you will have. Now this is, for a pluralist, is a good thing: every narrative is a tool in your workshop, the more you have the better you are equipped to deal with the unknown unknowns our complex world will surely throw at us — but that tends not to be what big data disciples are after.
It is not a universal affirmative
Even if, from pure data, you could establish the causal relationship between data you have observed and an event that drives it (it is axiomatic that you can’t, by the way: you can only derive a correlation, and we know how spurious those can be) you still can’t conclude that the cause propelling the general is the same one that compelled any particular.
Averages are crappy things to aspire to, or configure your business to, for a number of reasons .
Because the machinations of statistics can, in certain contexts, inflame the passions of the righteous, the JC has devised the parable of the squirrels to tease this out.