humanrithm: why data without people is not enough

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Humarithm: why data without people is not enough And how algorithms lost the Content Curation battle Guillaume Decugis Co-Founder & CEO – Scoop.it @gdecugis

Post on 22-Oct-2014

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Slides of my talk at DataWeek 2012 - We engineers love data and algorithms. They help create amazing things. But if and when we forget that people create data and that data can be improved by people, we will miss the promise of Big Data. It's time we all thought of this not as social vs algorithm but as humanrithm.

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Page 1: Humanrithm: why data without people is not enough

Humarithm: why data without people is not enough

And how algorithms lost the Content Curation battle

Guillaume Decugis Co-Founder & CEO – Scoop.it

@gdecugis

Page 2: Humanrithm: why data without people is not enough

Hi, my name is Guillaume. I’m an Engineer and I like data too.

And also now an Entrepreneur (Musiwave, Scoop.it)

Page 3: Humanrithm: why data without people is not enough

We Engineers love algorithms.

Page 4: Humanrithm: why data without people is not enough

In 1993, I built a neural network algorithm…

…to predict stock market

performance

Page 5: Humanrithm: why data without people is not enough

This is where I’d be if it had worked

Page 6: Humanrithm: why data without people is not enough

People produce a lot of data

Page 7: Humanrithm: why data without people is not enough

And yes, algorithm can filter/compute data.

Page 8: Humanrithm: why data without people is not enough

But smart systems use people to correct data.

Page 9: Humanrithm: why data without people is not enough

And people like to do it.

Page 10: Humanrithm: why data without people is not enough

Most people don’t understand algorithms.

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But they can understand people who understand data.

Page 12: Humanrithm: why data without people is not enough

Data doesn’t distribute itself.

Page 13: Humanrithm: why data without people is not enough

People do.

Page 14: Humanrithm: why data without people is not enough

The Content Curation problem

I’m talking to

you!

I’m looking for you!

Page 15: Humanrithm: why data without people is not enough

Web Content in 1995. Curated.

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Web Content in 1997. Algorithmed.

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The Search for the perfect Content Algorithm

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“Curation starts when Search stops working” (Clay Shirky)

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The Filter Bubble (Eli Pariser)

Page 20: Humanrithm: why data without people is not enough

7 things that content personalization algorithm do poorly

• Anticipation• Risk Taking• Big Picture• Pairing• Social Importance• Mind-blowingness• Trust

Eli Pariser, 2011

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Man or Machine?

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Humarithm“The Algorithm + the Crowd are Not Enough” Rand Fishkin, SEOmoz.

We need humans data editors/curators.

People

Data

Algorithm

Editors/Curator

s

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Start from the API. Let Human Curate.The Scoop.it Example.

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When it comes to technology, we all want this.

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So please don’t build this.

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Thank you!

Guillaume Decugis@gdecugis

Author: Franz Steiner