--- title: "Meaning & Key Takeaway of: As we move into an era in which personal…" description: "\"As we move into an era in which personal devices are seen as proxies for public needs, we run the risk that already-existing inequities will be further..." image: "https://sms4smile.com/quotes/i/0fa/kate-crawford-15804_data_as-we-move-into-an-era-in-which-personal_3017649.jpg" --- # As we move into an era in which personal devices are seen… ![“As we move into an era in which personal devices are seen as proxies for public needs, we run the risk that already-existing inequities will be further entrenched. Thus, with every big data set, we need to ask which people are excluded. Which places are less visible? What happens if you live in…” quote by Kate Crawford](https://sms4smile.com/quotes/i/0fa/kate-crawford-15804_data_as-we-move-into-an-era-in-which-personal_3017649.jpg) [Download](https://sms4smile.com/quotes/i/0fa/kate-crawford-15804_data_as-we-move-into-an-era-in-which-personal_3017649.jpg) [Open image](https://sms4smile.com/quotes/i/0fa/kate-crawford-15804_data_as-we-move-into-an-era-in-which-personal_3017649.jpg) > “As we move into an era in which personal devices are seen as proxies for public needs, we run the risk that already-existing inequities will be further entrenched. Thus, with every big data set, we need to ask which people are excluded. Which places are less visible? What happens if you live in the shadow of big data sets?” [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Big data can deepen existing inequities; we must identify who is excluded. **In simple terms:** Data can widen gaps. Key Takeaway Audit data for bias. Themes equity technology bias Mood critical concerned Type analytical inspirational When to use this quote - policy making - tech design - research Key Concepts inclusion justice Questions to Reflect On - Who is left out of data sets? - How can we make data more inclusive? A Different Perspective Data collection may be incomplete. ★ ★ ★ ★ ★ No ratings yet [Big Data](https://sms4smile.com/quotes/about/big-data/) [Data](https://sms4smile.com/quotes/about/data/) [Excluded](https://sms4smile.com/quotes/about/excluded/) [Excluded Places](https://sms4smile.com/quotes/about/excluded-places-4868147/) [Inequities](https://sms4smile.com/quotes/about/inequities/) [Live](https://sms4smile.com/quotes/about/live/) [People](https://sms4smile.com/quotes/about/people/) [People Excluded](https://sms4smile.com/quotes/about/people-excluded-2086651/) [Shadow](https://sms4smile.com/quotes/about/shadow/) [Will](https://sms4smile.com/quotes/about/will/) ## Related quotes > [The joy of the Gospel is for all people: no one can be excluded.](https://sms4smile.com/quotes/pope-francis/the-joy-of-the-gospel-is-for-all-people-no-one-can-be-excluded/) [Pope Francis](https://sms4smile.com/quotes/author/pope-francis/) > [State control is important for the people who have always been excluded from the claims of social and economic development.](https://sms4smile.com/quotes/evo-morales/state-control-is-important-for-the-people-who-have-always-been/) [Evo Morales](https://sms4smile.com/quotes/author/evo-morales/) > [Today everything comes under the laws of competition and the survival of the fittest, where the powerful feed upon the powerless. As a consequence,…](https://sms4smile.com/quotes/pope-francis/today-everything-comes-under-the-laws-of-competition-and-the-survival/) [Pope Francis](https://sms4smile.com/quotes/author/pope-francis/) > [One thing that struck me in my study of history is how people are excluded. I don't mean just racial minorities or women. Pretty…](https://sms4smile.com/quotes/min-jin-lee/one-thing-that-struck-me-in-my-study-of-history-is-how-people-are/) [Min Jin Lee](https://sms4smile.com/quotes/author/min-jin-lee/) > [To-day women constitute the only class of sane people excluded from the franchise.](https://sms4smile.com/quotes/mary-corinna-putnam-jacobi/to-day-women-constitute-the-only-class-of-sane-people-excluded-from/) [Mary Corinna Putnam Jacobi](https://sms4smile.com/quotes/author/mary-corinna-putnam-jacobi/) > [It's always sad to me when certain people are excluded from being considered beautiful... because of someone else's expectation. That bothers me.](https://sms4smile.com/quotes/india-arie-2/it-s-always-sad-to-me-when-certain-people-are-excluded-from-being/) [India.Arie](https://sms4smile.com/quotes/author/india-arie-2/) > [There's been the emergence of a philosophy that big data is all you need. We would suggest that, actually, numbers don't speak for themselves.](https://sms4smile.com/quotes/kate-crawford/there-s-been-the-emergence-of-a-philosophy-that-big-data-is-all-you/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [People think 'big data' avoids the problem of discrimination because you are dealing with big data sets, but, in fact, big data is being…](https://sms4smile.com/quotes/kate-crawford/people-think-big-data-avoids-the-problem-of-discrimination-because/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [While many big-data providers do their best to de-identify individuals from human-subject data sets, the risk of re-identification is very real.](https://sms4smile.com/quotes/kate-crawford/while-many-big-data-providers-do-their-best-to-de-identify/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Big data sets are never complete.](https://sms4smile.com/quotes/kate-crawford/big-data-sets-are-never-complete/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [We all want to be affiliated with success. It's the impulse of people who have been excluded, and Koreans have been excluded from lots…](https://sms4smile.com/quotes/min-jin-lee/we-all-want-to-be-affiliated-with-success-it-s-the-impulse-of-people/) [Min Jin Lee](https://sms4smile.com/quotes/author/min-jin-lee/) > [I don't know of any authentically evangelical church where people would be excluded or even disrespected because of their ethnicity or skin color.](https://sms4smile.com/quotes/john-macarthur/i-don-t-know-of-any-authentically-evangelical-church-where-people/) [John MacArthur](https://sms4smile.com/quotes/author/john-macarthur/) > [With big data comes big responsibilities.](https://sms4smile.com/quotes/kate-crawford/with-big-data-comes-big-responsibilities/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Big Data is neither color-blind nor gender-blind. We can see how it is used in marketing to segment people.](https://sms4smile.com/quotes/kate-crawford/big-data-is-neither-color-blind-nor-gender-blind-we-can-see-how-it-is/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Hidden biases in both the collection and analysis stages present considerable risks and are as important to the big-data equation as the numbers themselves.](https://sms4smile.com/quotes/kate-crawford/hidden-biases-in-both-the-collection-and-analysis-stages-present/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) ## More by Kate Crawford > [Self-tracking using a wearable device can be fascinating.](https://sms4smile.com/quotes/kate-crawford/self-tracking-using-a-wearable-device-can-be-fascinating/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [We need to be vigilant about how we design and train these machine-learning systems, or we will see ingrained forms of bias built into…](https://sms4smile.com/quotes/kate-crawford/we-need-to-be-vigilant-about-how-we-design-and-train-these-machine/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Big data sets are never complete.](https://sms4smile.com/quotes/kate-crawford/big-data-sets-are-never-complete/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [While many big-data providers do their best to de-identify individuals from human-subject data sets, the risk of re-identification is very real.](https://sms4smile.com/quotes/kate-crawford/while-many-big-data-providers-do-their-best-to-de-identify/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [People think 'big data' avoids the problem of discrimination because you are dealing with big data sets, but, in fact, big data is being…](https://sms4smile.com/quotes/kate-crawford/people-think-big-data-avoids-the-problem-of-discrimination-because/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [There's been the emergence of a philosophy that big data is all you need. We would suggest that, actually, numbers don't speak for themselves.](https://sms4smile.com/quotes/kate-crawford/there-s-been-the-emergence-of-a-philosophy-that-big-data-is-all-you/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Data and data sets are not objective; they are creations of human design. We give numbers their voice, draw inferences from them, and define…](https://sms4smile.com/quotes/kate-crawford/data-and-data-sets-are-not-objective-they-are-creations-of-human/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [We urgently need more due process with the algorithmic systems influencing our lives. If you are given a score that jeopardizes your ability to…](https://sms4smile.com/quotes/kate-crawford/we-urgently-need-more-due-process-with-the-algorithmic-systems/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Sexism, racism, and other forms of discrimination are being built into the machine-learning algorithms that underlie the technology behind many 'intelligent' systems that shape…](https://sms4smile.com/quotes/kate-crawford/sexism-racism-and-other-forms-of-discrimination-are-being-built-into/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Books about technology start-ups have a pattern. First, there's the grand vision of the founders, then the heroic journey of producing new worlds from…](https://sms4smile.com/quotes/kate-crawford/books-about-technology-start-ups-have-a-pattern-first-there-s-the/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [The amount of money and industrial energy that has been put into accelerating AI code has meant that there hasn't been as much energy…](https://sms4smile.com/quotes/kate-crawford/the-amount-of-money-and-industrial-energy-that-has-been-put-into/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [Like all technologies before it, artificial intelligence will reflect the values of its creators. So inclusivity matters - from who designs it to who…](https://sms4smile.com/quotes/kate-crawford/like-all-technologies-before-it-artificial-intelligence-will-reflect/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [If you're not thinking about the way systemic bias can be propagated through the criminal justice system or predictive policing, then it's very likely…](https://sms4smile.com/quotes/kate-crawford/if-you-re-not-thinking-about-the-way-systemic-bias-can-be-propagated/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [We should have equivalent due-process protections for algorithmic decisions as for human decisions.](https://sms4smile.com/quotes/kate-crawford/we-should-have-equivalent-due-process-protections-for-algorithmic/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) > [There is no quick technical fix for a social problem.](https://sms4smile.com/quotes/kate-crawford/there-is-no-quick-technical-fix-for-a-social-problem/) [Kate Crawford](https://sms4smile.com/quotes/author/kate-crawford/) [Explore all 42 Kate Crawford quotes ](https://sms4smile.com/quotes/author/kate-crawford/) ## More Data quotes > [Information is money, but data is squat](https://sms4smile.com/quotes/angela-llama-butler/information-is-money-but-data-is-squat/) [Angela Llama-Butler](https://sms4smile.com/quotes/author/angela-llama-butler/) > [“ data analytics consulting Perceptive Analtyics is a data analytic company and a trusted advisor to its clients across domains. 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It allows you to predict that if you step off a cliff…](https://sms4smile.com/quotes/clayton-christensen/but-actually-theory-is-very-practical-gravity-is-a-theory-for-example/) [Clayton Christensen](https://sms4smile.com/quotes/author/clayton-christensen/) > [Statistics are like miniskirts: They give you good ideas but hide the important things.](https://sms4smile.com/quotes/ebbe-skovdahl/statistics-are-like-miniskirts-they-give-you-good-ideas-but-hide-the/) [Ebbe Skovdahl](https://sms4smile.com/quotes/author/ebbe-skovdahl/) > [Unlike return, however, risk is no more quantifiable at the end of an investment that it was at its beginning. Risk simply cannot be…](https://sms4smile.com/quotes/seth-klarman/unlike-return-however-risk-is-no-more-quantifiable-at-the-end-of-an/) [Seth Klarman](https://sms4smile.com/quotes/author/seth-klarman/) > [Finding patterns is easy in any kind of data-rich environment; that's what mediocre gamblers do. The key is in determining whether the patterns represent…](https://sms4smile.com/quotes/nate-silver/finding-patterns-is-easy-in-any-kind-of-data-rich-environment-that-s/) [Nate Silver](https://sms4smile.com/quotes/author/nate-silver/) > [ \[Brazil\] went to the UN and said, "We need new standards for this." We need to take a look at what they're calling "data… ](https://sms4smile.com/quotes/edward-snowden/brazil-went-to-the-un-and-said-we-need-new-standards-for-this-we-need/) [Edward Snowden](https://sms4smile.com/quotes/author/edward-snowden/) > [We're living in a technological world. You cannot tell me we can't do a better job getting that information.](https://sms4smile.com/quotes/hillary-clinton/we-re-living-in-a-technological-world-you-cannot-tell-me-we-can-t-do/) [Hillary Clinton](https://sms4smile.com/quotes/author/hillary-clinton/) > [Web users ultimately want to get at data quickly and easily. They don't care as much about attractive sites and pretty design.](https://sms4smile.com/quotes/tim-berners-lee/web-users-ultimately-want-to-get-at-data-quickly-and-easily-they-don/) [Tim Berners-Lee](https://sms4smile.com/quotes/author/tim-berners-lee/) > [You cannot have 300-some million Americans - and really, right, the global citizenry be at risk of having their phone conversations intercepted with a…](https://sms4smile.com/quotes/ted-lieu/you-cannot-have-300-some-million-americans-and-really-right-the/) [Ted Lieu](https://sms4smile.com/quotes/author/ted-lieu/) > [An important finding is that by determining the genome sequences of an entire family, one can identify many DNA sequencing errors and thus greatly…](https://sms4smile.com/quotes/leroy-hood/an-important-finding-is-that-by-determining-the-genome-sequences-of/) [Leroy Hood](https://sms4smile.com/quotes/author/leroy-hood/) > [While it's wonderful that investors have access to all the data now available to them, it has become a full-time job to sift through…](https://sms4smile.com/quotes/maria-bartiromo/while-it-s-wonderful-that-investors-have-access-to-all-the-data-now/) [Maria Bartiromo](https://sms4smile.com/quotes/author/maria-bartiromo/) > [“The amount of stored information grows four times faster than the world economy, while the processing power of computers grows nine times faster. Little…](https://sms4smile.com/quotes/viktor-mayer-sch-nberger/the-amount-of-stored-information-grows-four-times-faster-than-the/) [Viktor Mayer-Schönberger](https://sms4smile.com/quotes/author/viktor-mayer-sch-nberger/) [Browse all 3,134 Data quotes ](https://sms4smile.com/quotes/about/data/) ```json { "@context": "https://schema.org", "@graph": [ { "@type": "Quotation", "text": "As we move into an era in which personal devices are seen as proxies for public needs, we run the risk that already-existing inequities will be further entrenched. Thus, with every big data set, we need to ask which people are excluded. Which places are less visible? 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