Small data

Small data is data that is 'small' enough for human comprehension.[1] It is data in a volume and format that makes it accessible, informative and actionable.[2]

The term "big data" is about machines and "small data" is about people.[3] This is to say that eyewitness observations or five pieces of related data could be small data. Small data is what we used to think of as data. The only way to comprehend Big data is to reduce the data into small, visually-appealing objects representing various aspects of large data sets (such as histogram, charts, and scatter plots). Big Data is all about finding correlations, but Small Data is all about finding the causation, the reason why.[4]

A formal definition of small data has been proposed by Allen Bonde, former vice-president of Innovation at Actuate - now part of OpenText: "Small data connects people with timely, meaningful insights (derived from big data and/or “local” sources), organized and packaged – often visually – to be accessible, understandable, and actionable for everyday tasks."[5]

Another definition of small data is:

  • The small set of specific attributes produced by the Internet of Things. These are typically a small set of sensor data such as temperature, wind speed, vibration and status.[6]

It was estimated (2016) that “If one takes the top 100 biggest innovations of our time, perhaps around 60% to 65% percent are really based on Small Data.”[4] as Martin Lindstrom puts it. Small data includes everything from Snapchat to simple objects such as the post-it note. Lindstrom believes we become so focused on Big-Data that we tend to forget about more basic concepts and creativity. Lindstrom defines Small Data "as seemingly insignificant observations you identify in consumers’ homes, is everything from how you place your shoes on how you hang your paintings". He thus considers that one should perfectly master the basic (Small Data) in order to mine and find correlations.

  1. ^ Rufus Pollock. "Forget big data, small data is the real revolution | News". The Guardian. Retrieved 2016-10-02.
  2. ^ "What is small data? - Definition from WhatIs.com". Whatis.techtarget.com. 2016-08-18. Retrieved 2016-10-02.
  3. ^ Eric Lundquist (2013-09-10). "'Small Data' Analysis the Next Big Thing, Advocates Assert". Eweek.com. Retrieved 2016-10-02.
  4. ^ a b "Why Small Data Is the New Big Data". knowledge.wharton.upenn.edu. Retrieved 2017-05-09.
  5. ^ "Defining Small Data". Small Data Group. 18 October 2013. Retrieved 2016-10-02.
  6. ^ "Forget Big Data - Small Data Is Driving The Internet Of Things". Forbes.com. Retrieved 2016-10-02.