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In light of these developments, the biggest challenge <strong>in</strong> regulat<strong>in</strong>g emerg<strong>in</strong>g technologies<br />

such as Big Data, artificial <strong>in</strong>telligence and the Internet of Th<strong>in</strong>gs, lies <strong>in</strong> the fact that they<br />

may operate outside the framework of traditi<strong>on</strong>al privacy pr<strong>in</strong>ciples. These pr<strong>in</strong>ciples, as they<br />

were orig<strong>in</strong>ally envisaged, were designed to protect a s<strong>in</strong>gle static <strong>data</strong> set. 55 Thus, it was<br />

possible to limit the collecti<strong>on</strong> of <strong>data</strong> to satisfy a particular purpose. However, this limited<br />

activity may no l<strong>on</strong>ger hold true with respect to current <strong>data</strong> process<strong>in</strong>g activities. For<br />

<strong>in</strong>stance, given that Big Data <strong>in</strong>volves the process<strong>in</strong>g of large <strong>data</strong> sets, usually the source of<br />

such <strong>data</strong> may not be directly from the <strong>in</strong>dividual, and c<strong>on</strong>sent may not be as relevant.<br />

Further, <strong>data</strong> may be generated as a by-product of a transacti<strong>on</strong> or obta<strong>in</strong>ed by a service<br />

provider <strong>in</strong> return for a free service (such as free email accounts, social networks etc.) or<br />

obta<strong>in</strong>ed as a c<strong>on</strong>sequence of access<strong>in</strong>g a service (such as use of GPS navigati<strong>on</strong>), and it may<br />

not be possible to specify the purpose for which pers<strong>on</strong>al <strong>data</strong> is collected at the time of<br />

collecti<strong>on</strong>. 56<br />

The advent of such technologies has also expanded the very def<strong>in</strong>iti<strong>on</strong> of pers<strong>on</strong>al <strong>data</strong>. For<br />

<strong>in</strong>stance, analys<strong>in</strong>g meta-<strong>data</strong> such as a set of predictive or aggregated f<strong>in</strong>d<strong>in</strong>gs, or by<br />

comb<strong>in</strong><strong>in</strong>g previously discrete sets of <strong>data</strong>, Big Data has radically expanded the range of<br />

pers<strong>on</strong>ally identifiable <strong>data</strong>. 57 Data which is viewed as n<strong>on</strong>-pers<strong>on</strong>al <strong>in</strong>formati<strong>on</strong> can now be<br />

comb<strong>in</strong>ed with other <strong>data</strong> sets to create pers<strong>on</strong>ally identifiable <strong>in</strong>formati<strong>on</strong>. An example of<br />

this is how an<strong>on</strong>ymised Netflix <strong>data</strong> <strong>on</strong> rank<strong>in</strong>g of films could be easily comb<strong>in</strong>ed with other<br />

<strong>data</strong> sets such as timestamps with public <strong>in</strong>formati<strong>on</strong> from the Internet Movie Database<br />

(IMDb) to de-an<strong>on</strong>ymise the orig<strong>in</strong>al <strong>data</strong> set and reveal pers<strong>on</strong>al movie choices. 58 Similarly,<br />

Big Data relies <strong>on</strong> accumulati<strong>on</strong> of large volumes of <strong>data</strong> to extract knowledge from them,<br />

mak<strong>in</strong>g it difficult to apply the pr<strong>in</strong>ciple of <strong>data</strong> m<strong>in</strong>imisati<strong>on</strong>. 59 Additi<strong>on</strong>ally, technologies<br />

such as the Internet of Th<strong>in</strong>gs relies <strong>on</strong> c<strong>on</strong>t<strong>in</strong>uous collecti<strong>on</strong> of pers<strong>on</strong>al <strong>in</strong>formati<strong>on</strong> from<br />

the users of ―smart devices‖, which may then be <strong>in</strong>terpreted to provide unique services. 60<br />

Therefore, <strong>in</strong> such <strong>in</strong>stances as well, it may be difficult to adhere to the traditi<strong>on</strong>al privacy<br />

pr<strong>in</strong>ciples of c<strong>on</strong>sent, collecti<strong>on</strong> and use limitati<strong>on</strong>. Given the dynamic pace of development<br />

September 2014), available at: http://ec.europa.eu/justice/<strong>data</strong>-protecti<strong>on</strong>/article-29/documentati<strong>on</strong>/op<strong>in</strong>i<strong>on</strong>recommendati<strong>on</strong>/files/2014/wp223_en.pdf,<br />

(last accessed 3 November 2017).<br />

55 Jordi Soria-Comas and Josep Dom<strong>in</strong>go-Ferrer, ‗Big Data Privacy: Challenges to Privacy Pr<strong>in</strong>ciples and<br />

Models‘, 1(1) Data Science and Eng<strong>in</strong>eer<strong>in</strong>g (March 2016), available at:<br />

https://l<strong>in</strong>k.spr<strong>in</strong>ger.com/article/10.1007/s41019-015-0001-x (last accessed 31 October 2017).<br />

56 Kate Crawford and Jas<strong>on</strong> Schultz, ‗Big Data And Due Process: Towards A Framework To Redress Predictive<br />

Privacy Harms‘, 55(1) Bost<strong>on</strong> College Law Review 93 (2014).<br />

57 Kate Crawford and Jas<strong>on</strong> Schultz, ‗Big Data And Due Process: Towards A Framework To Redress Predictive<br />

Privacy Harms‘, 55(1) Bost<strong>on</strong> College Law Review 93 (2014).<br />

58 Bruce Schneier, ‗Why ‗an<strong>on</strong>ymous‘ <strong>data</strong> sometimes isn‘t‘, Wired (12 December 2017), available at:<br />

https://www.wired.com/2007/12/why-an<strong>on</strong>ymous-<strong>data</strong>-sometimes-isnt/ (last accessed 1 November 2017).<br />

59 Jordi Soria-Comas and Josep Dom<strong>in</strong>go-Ferrer, ‗Big Data Privacy: Challenges to Privacy Pr<strong>in</strong>ciples and<br />

Models‘, 1(1) Data Science and Eng<strong>in</strong>eer<strong>in</strong>g (March 2016), available at:<br />

https://l<strong>in</strong>k.spr<strong>in</strong>ger.com/article/10.1007/s41019-015-0001-x (last accessed 31 October 2017).<br />

60 Article 29 Data Protecti<strong>on</strong> Work<strong>in</strong>g Party Op<strong>in</strong>i<strong>on</strong>, ‗Op<strong>in</strong>i<strong>on</strong> 8/2014 <strong>on</strong> the <strong>on</strong> Recent Developments <strong>on</strong> the<br />

Internet of Th<strong>in</strong>gs‘, European Commissi<strong>on</strong> (16 September 2014), available at: http://ec.europa.eu/justice/<strong>data</strong>protecti<strong>on</strong>/article-29/documentati<strong>on</strong>/op<strong>in</strong>i<strong>on</strong>-recommendati<strong>on</strong>/files/2014/wp223_en.pdf,<br />

(last accessed 3<br />

November 2017).<br />

9

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