david sancha, words without writers, 11 june
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GEN SUMMIT | Barcelona, 11th June 2014 Robot Journalism Bootcamp: Words without writers
A panoramic view through automated journalism: writing, editing, designing, and selling news
WHAT CANROBOTS DO?David Sancha | @dsancha
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
WHATCANROBOTSDO? Can robots write news?
Can a robot be a news editor?
Can a robot be a news designer?
Can a robot sell ads?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
1.
What can I helpyou with?
CAN ROBOTS WRITE NEWS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
1.
What can I helpyou with?
CAN ROBOTS WRITE NEWS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
1.
“I need to know ifrobots can write news”
tap to edit
The answer could be controversial. There are a lot of journalists here…
“I need your help”tap to edit
Ok. Larry Birbaum can help you explain this case study: Narrative science. Robots can write news from statistics automatically.
CAN ROBOTS WRITE NEWS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
CAN ROBOTS WRITE NEWS?
1.
Analyze Data Create Narrative Deliver Insight
•SPORTS STATISTICS
•FINANCIAL REPORTS
•SOCIALMEDIA
STRUCTURES
ANALYSES
INTERPRETS
ORGANIZES
GENERATES
NARRATIVESCIENCE
HTML
XML
API
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
CAN ROBOTS WRITE NEWS?
1.
NARRATIVESCIENCE
Anticipated Earnings Increase for PallINVESTING 5/28/2014 @ 10:00AM 16 views
By Narrative Science
Optimism surrounds Pall, as it gets ready to report its third quarter results on Thursday, May 29, 2014. Analysts are expecting the company to book a profit of 83 cents a share, up from 74 cents a year ago. !The consensus estimate hasn’t changed over the past month, but it’s down from three months ago when it was 85 cents. For the fiscal year, analysts are expecting earnings of $3.41 per share. Revenue is projected to eclipse the year-earlier total of $641.2 million by 6%, finishing at $679.8 million for the quarter. For the year, revenue is expected to come in at $2.75 billion. !While the company has been profitable for the last eight quarters, income has fallen year-over-year by an average of 18% over the past four quarters. The company was hit the hardest in the first quarter as it saw profit drop by 79%. !Over the last four quarters, revenue rose 1% on average year-over-year. The biggest boost came in the most recent quarter, when revenue increased 6% from the year-ago quarter. !Other companies in the capital goods sector include: Nordson, Donaldson Company and Flow International.
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
Can robots write news?
Can a robot be a news editor?
Can a robot be a news designer?
Can a robot sell ads?
CAN ROBOTS WRITE NEWS?
1.
CHECKLISTCan a robot be a news editor?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
What can I helpyou with?
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
What can I helpyou with?
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
“Can a robot bea news editor?”
tap to edit
We have a lot of human editors here today. Why do you need a robot?
“Just an example…”tap to edit
Let's have a look at #Open001, the publication of The Guardian made by robots.
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
CAN A ROBOT BE A NEWS EDITOR?
2.
#OPEN001, AUTOMATICCONTENT CURATION
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
«You might not guess it, but this publication was made entirely by robots. Well sort of. !More accurately #Open001 is the result of a smart algorithmic tool that identifies the most popular and interesting stories across the Guardian by tracking our reader’s engagement with our journalism».
‘Introduction’, Open #001Carter Brokaw, Executive VP SalesThe Guardian
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
2.
#OPEN001, AUTOMATICCONTENT CURATION
CAN A ROBOT BE A NEWS EDITOR?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
CHECKLIST
2.CAN A ROBOT BE A NEWS EDITOR? Can robots write news?
Can a robot be a news editor?
Can a robot be a news designer?
Can a robot sell ads?
Can a robot be a news designer?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
What can I helpyou with?
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
What can I helpyou with?
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
“Can a robot bea news designer?”
tap to edit
I was assembled in China, but I was designed in California by Apple.
“I know that, butyou’re not a designer
tap to edit
Here you have a good example: Flipboard creates automatic layouts for millions of digital magazines.
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
Different resolutions Flipboard generates automatic magazines for different screen
resolutions and devices. !
More than 2,000 options Each page feels hand-crafted,
but the process of layout design is completely automatic
using an engine called Duplo. Duplo selects the best layout
to fit the content from more than 2,000 options.
AUTOMATIC LAYOUT DESIGN IN FLIPBOARD
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
A subset of the 2,000+ candidate layouts for 3 column landscape page sizes.
AUTOMATIC LAYOUT DESIGN IN FLIPBOARD
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
two-column article pieces one-column article pieces
1. Creating layouts
composition selected
AUTOMATIC LAYOUT DESIGN IN FLIPBOARD
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
2. Selecting layouts and applying content
‣ Content match Duplo compares the contents’ structure against the layout’s content slots to see how closely it matches.
‣ Slot selection Duplo computes the best pairings of content with slots by optimizing a fitness function built on dozens of individually-weighted heuristics.
Page flow: organic sense of variety to the types and number of items on a pageImage feature detection, aspect ratio, scale, crop: the photo fits the frame.
AUTOMATIC LAYOUT DESIGN IN FLIPBOARD
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
3. Refining layouts
Text is aligned to the baseline grid. Image viewports are adjusted.
AUTOMATIC LAYOUT DESIGN IN FLIPBOARD
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
4. Displaying layouts
Duplo uses a type scale to size headline text down according to a designer’s specifications—lighter weights at large sizes and heavier weights at smaller sizes, all chosen by a designer to work well together.
AUTOMATIC LAYOUT DESIGN IN FLIPBOARD
CAN A ROBOT BE A NEWS DESIGNER?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
3.
CHECKLIST
CAN A ROBOT BE A NEWS DESIGNER? Can robots write news?
Can a robot be a news editor?
Can a robot be a news designer?
Can a robot sell ads?Can a robot sell ads?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
4.
What can I helpyou with?
WHAT ABOUT ROBOTS AND ADS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
What can I helpyou with?
4.WHAT ABOUT ROBOTS AND ADS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
“Siri, what about robots and ads?
tap to edit
David, this is an interesting point.
“Why?”tap to edit
Because about 20% of the overall digital-ad market is sold by robots. It’s called programmatic advertising.
4.WHAT ABOUT ROBOTS AND ADS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
REAL-TIME BIDDING
4.WHAT ABOUT ROBOTS AND ADS?
GLOBAL EDITORS NETWORK
BarcelonaJune, 2014
CHECKLIST
4.WHAT ABOUT ROBOTS AND ADS? Can robots write news?
Can a robot be a news editor?
Can a robot be a news designer?
Can a robot sell ads?
GEN SUMMIT | Barcelona, 11th June 2014 Robot Journalism Bootcamp: Words without writers
THANKYOU.David Sancha | @dsancha [email protected]
GEN SUMMIT | Barcelona, 11th June 2014 Robot Journalism Bootcamp: Words without writers
THANKYOU.David Sancha | @dsancha [email protected]
“Thank you”tap to edit
Thanks, David.And thanks to all. Iwish you a pleasantstay in Barcelona.