The New York Times strategy for taming reader comments has for many years been laborious hand curation. Its community desk of moderators examines around 11,000 individual comments each day, across the 10 percent of total published articles that are open to commenting.
The bottom line on this is that the strategy on our end of moderating just about every comment by hand, and then using that process to show readers what kinds of content were looking for, has run its course, Bassey Etim, Times community editor, told me. From our end, weve seen that its working to scale comments to the point where you can have a good large comments section that youre also moderating very quickly, things that are widely regarded as impossible. But weve got a lot left to go.
Nudging readers towards comments that the Times is looking for is no easy task. Its own guidelines, laid out in an internal document and outlining various rules around comments and how to take action on them, have evolved over time. (I took the Times moderation quiz getting only one correct and at my pace, it wouldve taken more than 24 hours to finish tagging 11,000 comments.)
Jigsaws tool, called Perspective, has been fed a corpus of Times comments that have been tagged by human editors already. Human editors then trained the algorithm over the testing phase, flagging mistakes in moderation it made. In the new system, a moderator can evaluate comments based on the likelihood of rejection and checks that the algorithm has properly labeled comments that fall into a grayer zone (comments with 17 to 20 percent likelihood of rejection, for instance). Then the community desk team can set a rule to allow all comments that fall between 0 to 20 percent, for instance, to go through.
Were looking at an extract of all the mistakes its made, evaluate what the impact of each of those moderating mistakes might be on the community and on the perceptions of our product. Then based on that, we can choose different forms of moderation for each individual section at the Times, Etim said. Some sections could remain entirely human-moderated; some sections that tend to have a low rate of rejection for comments could be automated.
Etims team will be working closely with Ingbers Reader Center, helping out in terms of staffing projects, with advice, and all kinds of things, though the relationship and roles are not currently codified.
It used to be when something bubbled up in the comments, maybe wed hear repeated comments or concerns about coverage. Youd send that off to a desk editor, and they would say, Thats a good point; lets deal with this. But the reporter is out reporting something else, then time expires, and it passes, Etim said. Now its at the point where when things bubble up, [Ingber] can help us take care of it in the highest levels in the newsroom.
The Coral Project is just working on a different problem set at the moment and the Coral Project was never meant to be creating the New York Times commenting system, he said. They are focusing on helping most publishers on the web. Our business priority was, how do we do moderation at scale? And for moderation at our kind of scale, we needed the automation.
The Coral stuff became a bit secondary, but were going to circle back and look at what it has in the open source world, and looking to them as a model for how to deal with things like user reputation, he added.
Excerpt from:
- Automation Personnel Services - Temporary Staffing ... [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- Automation | Define Automation at Dictionary.com [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- Automation | Definition of automation by Merriam-Webster [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- Automation | The Car Company Tycoon Game [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- Automation - Wikipedia, the free encyclopedia [Last Updated On: March 25th, 2016] [Originally Added On: March 25th, 2016]
- Automation - Cloud process & workflow automation | Microsoft ... [Last Updated On: June 29th, 2016] [Originally Added On: June 29th, 2016]
- Riverside Automation - Machine Controls [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- Automation: The Car Company Tycoon Game Windows - Mod DB [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- System Integration | Industrial Automation [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- WinAutomation - Smart Macro Recorder, Web Automation ... [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- Automation Solutions - Home [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- The Automation Conference [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- Rohtek Automation [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- JL Automation, LLC | Home Automation, A/V Automation [Last Updated On: July 3rd, 2016] [Originally Added On: July 3rd, 2016]
- Four fundamentals of workplace automation | McKinsey & Company [Last Updated On: August 27th, 2016] [Originally Added On: August 27th, 2016]
- Leviton Security & Home Automation [Last Updated On: August 27th, 2016] [Originally Added On: August 27th, 2016]
- EVA Automation [Last Updated On: September 6th, 2016] [Originally Added On: September 6th, 2016]
- News | Automation | The Car Company Tycoon Game [Last Updated On: September 6th, 2016] [Originally Added On: September 6th, 2016]
- Automation - The Car Company Tycoon Game on Steam [Last Updated On: September 6th, 2016] [Originally Added On: September 6th, 2016]
- Test automation - Wikipedia, the free encyclopedia [Last Updated On: September 6th, 2016] [Originally Added On: September 6th, 2016]
- Job Seekers - Automation Personnel Services [Last Updated On: October 8th, 2016] [Originally Added On: October 8th, 2016]
- Custom Automation & Machine Design | Automation GT [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- iAutomation [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Test automation - Wikipedia [Last Updated On: November 16th, 2016] [Originally Added On: November 16th, 2016]
- Automation - Official Site [Last Updated On: November 19th, 2016] [Originally Added On: November 19th, 2016]
- Beckhoff Automation - Wikipedia [Last Updated On: November 21st, 2016] [Originally Added On: November 21st, 2016]
- Automation - Security Hyperstore [Last Updated On: November 21st, 2016] [Originally Added On: November 21st, 2016]
- IT Automation - BMC [Last Updated On: November 29th, 2016] [Originally Added On: November 29th, 2016]
- ID Automation [Last Updated On: November 29th, 2016] [Originally Added On: November 29th, 2016]
- The Best Home Automation Systems of 2016 | Top Ten Reviews [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- What is Home Automation? | Home Automation Systems [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- Beyond Automation - hbr.org [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Build automation - Wikipedia [Last Updated On: December 26th, 2016] [Originally Added On: December 26th, 2016]
- Home automation - Wikipedia [Last Updated On: January 10th, 2017] [Originally Added On: January 10th, 2017]
- Automation | Food Engineering [Last Updated On: January 13th, 2017] [Originally Added On: January 13th, 2017]
- Home Automation - Enerwave Home Automation [Last Updated On: January 14th, 2017] [Originally Added On: January 14th, 2017]
- Automation - DESHAZO [Last Updated On: January 14th, 2017] [Originally Added On: January 14th, 2017]
- Robots, Automation, EOAT, Grippers, Conveyors, Guarding [Last Updated On: January 26th, 2017] [Originally Added On: January 26th, 2017]
- Werner Electric | Automation [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automationtechies | Automation Engineering Recruiting [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automation - Mazak Corporation [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automation | Technologies | Systems | Integrator ... [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Test Automation Services for Development of Regression ... [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Carlo Gavazzi Automation Components [Last Updated On: January 30th, 2017] [Originally Added On: January 30th, 2017]
- UI Automation Overview - msdn.microsoft.com [Last Updated On: February 5th, 2017] [Originally Added On: February 5th, 2017]
- New telecom transformation goals require service automation - TechTarget [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Global Hazardous Waste Handling Automation Market: By Products ... - Business Wire (press release) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- 2M Automation wins IoT support from Schneider - Electronics EETimes (registration) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Futures Shaped by Automation and Catastrophe: Peter Frase on Capitalism's Endgame - Truth-Out [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Automation expected to displace insurance underwriters, real estate brokers - CIO Dive [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Automation, robots could replace 250000 public sector workers in the next 15 years - Computer Business Review [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Design Automation Conference - Business Wire (press release) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- The Perks Of Automation And The Risks: Why To Think Twice About Getting Into That Driverless Uber - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Lib Dems Should Embrace Automation of the Workforce - Liberal Democrat Voice [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Voices Reinventing enterprise finance by overhauling AP automation - Accounting Today [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- How Accountants Can Use Automation Their Advantage - Accountingweb.com (blog) [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- DFLabs Launches the First Security Automation and Orchestration Platform based Upon Supervised Active Intelligence - Business Wire (press release) [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- QAD Automation Solutions is Honda Approved - Yahoo Finance [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- VIDEO: Going Big on Automation in a Small Footprint Facility - ENGINEERING.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Building a better model of human-automation interaction - Phys.Org [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- AlixPartners examines automation in manufacturing and logistics management - Logistics Management [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Report: Test automation is increasing - SD Times - SDTimes.com [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Automation is the unavoidable future of the economy - The Daily Cougar [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- GM's Cruise Automation Is Testing An App to Order Self-Driving ... - Fortune [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Speeders beware: Legislation would allow automation crackdown ... - SFGate [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Orbita Ingenieria: New Age Terminal Automation - Port Technology International [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- A Sharper Focus on the Edge - Automation World [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Rockwell Automation Surged 10% in January as Growth Picked Up Steam - Motley Fool [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Most people are optimistic about workplace automation, social data suggests - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Improving Behavior Through Automation of Vehicle Systems - School Transportation News (blog) [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- 'We employ insane levels of automation' Kris Canekeratne - Times of India [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Why Don't We See More Automation in Federal Networks? - Nextgov [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Technobabble: Automation and the modern worker - CIO Dive [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Readers Write (Feb. 12): The moose population; jobs, start-ups and automation; diversity in the funny pages - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Automation Nightmare: Philosopher Warns We Are Creating a World Without Consciousness - Big Think [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Automation can replace bureaucrats and save taxpayers money - Hot Air [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Automation can revitalize the US workforce - Fox News [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- TigerStop hopes to ride automation to new heights - The Columbian [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Hexadite Unveils Custom Playbooks Following One Millionth Automated Cybersecurity Investigation - Yahoo Finance [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- NEC updates postal automation system for Hongkong Post - ETCIO.com [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]