Skip to content
No results
  • Home
  • About
    • The School
      • Overview
      • Dean’s Message
      • Our History
      • Teaching Awards
      • Work with Us
      • Locate Us
      • Contact Us
    • Departments
      • Department of Computer Science
      • Department of Information Systems and Analytics
    • People
      • Leadership
      • Conversation With Leadership
      • Industry Advisory Committee
      • Staff Tribute
      • Faculty & Staff
    • News and Events
      • News
      • Events
      • Knowledge@Computing
  • Admissions
  • Education
    • Undergraduate
      • Artificial Intelligence
      • Business Analytics
      • Business Artificial Intelligence Systems
      • Computer Engineering
      • Computer Science
      • Information Security
      • Geospatial Intelligence
      • Special Programmes
      • Computing Innovators Programme
        (C-Innovators)*NEW
      • Current Undergraduate Students
      • Information for Freshmen
    • Graduate
      • PhD in Computer Science
      • PhD in Information Systems
      • Master of Computing (with Specialisations)
      • Master of Computing (General Track)
      • Master of Computing in Artificial Intelligence
      • Master of Science in Digital FinTech
      • Master of Science in Business Analytics
      • Executive Master in AI & Digital Transformation
      • Graduate Certificates
      • Graduate Certificates in Computing Foundations
    • Executive Education & Part-time Programmes
      • NUS Computing Executive Education
      • Bachelor of Technology
  • Community
    • Student Life
      • Overview
      • Student Awards
      • Financial Support
      • Student Wellness and Wellbeing
      • Student Clubs/Interest Groups
    • Social Good and Excellence
      • Centre for Computing for Social Good and Philanthropy (CCSGP)
      • Centre for Nurturing Computing Excellence (CENCE)
    • Our Heritage
      • NUS Computing Gallery
  • Research
    • Research
      • Overview
      • Research Initiatives
      • Research Areas
      • Research Partnership
    • Research Highlights
      • Knowledge@Computing
      • Research Bulletin 2025
    • Research Prize
      • NUS Computing Ascent Prize Awards
  • Entrepreneurship
    • Innovation and Entrepreneurship
      • Overview
      • Leadership
      • Innovation
      • Funding Opportunities
      • Alumni Companies
      • News
    • Awards & Competitions
      • Venture Initiation Programme@NUSComputing
      • NUS Computing Innovation Prize
      • Asian Business Plan Competition
    • The Furnace
      • Overview
      • Start-ups
  • Industry
    • Industry Relations
      • Overview
      • IndustryConnect (iConnect)
      • Career Fair
      • Career Services
    • Internships
      • Overview
      • For Employers
      • For Students
  • Giving
  • Current Students
  • MySoC
  • News
  • Events
  • Alumni
NUS Computing
  • Current Students
  • MySoC
  • News
  • Events
  • Alumni
  • Home
  • About
    • The School
      • Overview
      • Dean’s Message
      • Our History
      • Teaching Awards
      • Work with Us
      • Locate Us
      • Contact Us
    • Departments
      • Department of Computer Science
      • Department of Information Systems and Analytics
    • People
      • Leadership
      • Conversation With Leadership
      • Industry Advisory Committee
      • Staff Tribute
      • Faculty & Staff
    • News and Events
      • News
      • Events
      • Knowledge@Computing
  • Admissions
  • Education
    • Undergraduate
      • Artificial Intelligence
      • Business Analytics
      • Business Artificial Intelligence Systems
      • Computer Engineering
      • Computer Science
      • Information Security
      • Geospatial Intelligence
      • Special Programmes
      • Computing Innovators Programme
        (C-Innovators)*NEW
      • Current Undergraduate Students
      • Information for Freshmen
    • Graduate
      • PhD in Computer Science
      • PhD in Information Systems
      • Master of Computing (with Specialisations)
      • Master of Computing (General Track)
      • Master of Computing in Artificial Intelligence
      • Master of Science in Digital FinTech
      • Master of Science in Business Analytics
      • Executive Master in AI & Digital Transformation
      • Graduate Certificates
      • Graduate Certificates in Computing Foundations
    • Executive Education & Part-time Programmes
      • NUS Computing Executive Education
      • Bachelor of Technology
  • Community
    • Student Life
      • Overview
      • Student Awards
      • Financial Support
      • Student Wellness and Wellbeing
      • Student Clubs/Interest Groups
    • Social Good and Excellence
      • Centre for Computing for Social Good and Philanthropy (CCSGP)
      • Centre for Nurturing Computing Excellence (CENCE)
    • Our Heritage
      • NUS Computing Gallery
  • Research
    • Research
      • Overview
      • Research Initiatives
      • Research Areas
      • Research Partnership
    • Research Highlights
      • Knowledge@Computing
      • Research Bulletin 2025
    • Research Prize
      • NUS Computing Ascent Prize Awards
  • Entrepreneurship
    • Innovation and Entrepreneurship
      • Overview
      • Leadership
      • Innovation
      • Funding Opportunities
      • Alumni Companies
      • News
    • Awards & Competitions
      • Venture Initiation Programme@NUSComputing
      • NUS Computing Innovation Prize
      • Asian Business Plan Competition
    • The Furnace
      • Overview
      • Start-ups
  • Industry
    • Industry Relations
      • Overview
      • IndustryConnect (iConnect)
      • Career Fair
      • Career Services
    • Internships
      • Overview
      • For Employers
      • For Students
  • Giving
NUS Computing

Beyond Paywalls and Profits

1 October 2020
Computational Social Science, Department of Information Systems & Analytics, Faculty, Feature, Research
Home » Knowledge@Computing » Beyond Paywalls and Profits
CHEN Nan
Chen Nan
Assistant Professor
Information Systems and Analytics
SHARE THIS ARTICLE

In March 2011, the New York Times introduced a policy that would later be recognised as a milestone in media history. The newspaper, deemed one of the best in the world, declared that its online content would no longer be completely free — after the first 20 articles, readers would have to pay a small fee.

The move to introduce a paywall caused an uproar. The Times believed such a freemium model, offering a mix of free and paid content, was the way forward. The advent of the Internet drastically changed the nature of publishing and after the 2008 financial crisis, newspapers, including the Times, struggled to make money from advertising alone. They had to find a new profit-making avenue.

But naysayers proclaimed that readers, who they said had grown accustomed to conventional Internet wisdom that “information wants to be free”, would be reluctant to pay for something they read online. The Times quickly proved them wrong, amassing 324,000 digital subscribers just a year after the paywall was introduced. Today, that figure has grown to 5.7 million (despite the number of free articles offered dropping to five), with digital subscriptions raking in a revenue of US$146 million in the second quarter of 2020 alone. The Times’ success has helped to popularise paywalls — today, roughly seven in 10 newspapers operate some kind of paid subscription model.

“We now live in a digitised world where newspapers, music distributors, consulting companies, data broking firms, and so on sell information and data online,” says Assistant Professor Nan Chen at NUS Computing. “The issue is how do they sell this information and data?”

The answer is a complicated one, says Chen, who studies how consumers behave and the strategies firms take in digital markets. To convince buyers to part with their money, sellers have to first offer a free sample of their goods so that potential consumers can “verify the quality of the data and be convinced that they have valuable information,” he says.

The trick is finding the equilibrium point between free and paid content. “The seller has to make a tradeoff,” says Chen. Free information can help attract more customers, but offer too much and it will cut into your profits. Firms, therefore, continuously experiment with the optimal quantity of free versus paid content to offer.

Two things exacerbate this challenge further, says Chen. The first is competition between sellers and the second is consumers’ limited attention span in our information-saturated world. How do these factors influence selling strategy, he wondered.

A model

Chen delved into the problem at the start of last year, together with fellow NUS Computing professor Khim Yong Goh and then-PhD student Ding Li. Their aim was to use real-life data to create a mathematical model that would stimulate how consumers act in a competitive information market.

“We wanted to study how people like information buyers and newspaper readers behave,” explains Chen. “For example, how do they sample free information and decide which one to subscribe to.”

The researchers were also interested in examining how factors such as price and selling strategy influence a consumer’s decision to shell out money for content behind a paywall.

To build the model, the trio obtained data from iMaibo, a China-based online investment advisory platform (IAP) with more than four million users. iMaibo’s platform resembles that of Twitter, where numerous social media advisors — both amateur and certified ones — post real-time news, analysis, and investment advice related to the Chinese retail investor market. Consumers can view a limited number of ‘tweets’ from each advisor or seller (the exact number depends on the seller), before having to subscribe to the latter’s content on a daily, monthly, or quarterly basis.

Chen and his team gathered two years’ worth of data from iMaibo’s top 100 sellers — who together accounted for 81% of total content produced and 99.8% of paid tweets on the platform — to create their demand-supply model.

A nexus

The model led the researchers to some interesting findings. Most iMaibo consumers, they observed, usually visit only a small set of sellers each day. More than half would browse a single seller’s content, while 18% and 9% visit two and three sellers, respectively. And in the end, nine in 10 people subscribe to just one seller.

In addition, the number of tweets read daily by consumers tends to fall sharply — further proof of their limited attention. This short attention span could lead to a mismatch of what the consumer is seeking and the information he actually ends up with. However, information sellers may possibly benefit because “it may soften seller competition in the paid information market,” write Chen and his team in a paper published late last year.

“An information seller can tactically utilise free information to determine the intensity of competition he will face in the market of paid information,” they explain.

The team then turned to the factors that influenced a person’s decision to become a paid subscriber. They found that the more free tweets a seller offers, the more likely a consumer will visit his site. The more paid tweets a seller has, the more attractive his information appears, and the greater the number of paid subscribers he will have.

“From a platform owner’s point of view, the model helps to understand what the optimal price is and how to generate the highest revenue possible,” says Chen. “You can also think about whether free and paid information is good or bad, and how changing the equilibrium between the two affects the quality of information provided.”

“Should platforms restrict entry?” he asks. “Because the more sellers that enter the market, the more noise you have. But is more competition good or bad? That’s actually a very non-trivial question.”

“Ultimately, we want to add to the discussion on free versus paid information,” says Chen, “and how various pricing designs can affect consumer welfare.”

Paper:

Selling Information When Attention is Limited: An Empirical Analysis of an Online Investment Advisory Platform

Trending Posts

ATung-DiversiNews
14 February 2025
DiversiNews Helps Increase News Exposure and Broaden People’s Minds

Those of us who don’t belong to Gen Z or Alpha may recall simpler times, when there were no smartphones or internet, and the only news we got was via ...

20201222_Zhao_Shengdong_feature_Final
21 December 2020
LiveSnippets: Writing on-the-go
In April 2018, Hyeongcheol Kim flew to Montreal for work. The young PhD student was excited — it was his first time in the Canadian city and the conference he ...
Logic Bugs
5 January 2024
Detecting Logic Bugs in a Way That’s Quicker and More Effective
Sometime between 2019 and 2020, a curious phenomenon began surfacing on Signal, FaceTime, and four other mobile messaging applications: someone could ring a person up and listen in to the ...
20220427_SoC_Features_Brian_Lim_XAI
28 April 2022
Explainable AI gets more human-centric — thanks to cognitive psychology
Imagine if Amazon Alexa could recommend a tub of ice cream or Siri could play a cheerful song if they hear sadness in your voice. AI voice recognition can now ...
RF - Kan Min-Yen - Diabetic Wounds
8 May 2026
When Diabetic Wounds Won’t Heal: How AI Helped Find a Promising Treatment 
For the roughly 500 million people living with diabetes worldwide, even a small cut or blister on the foot can become a crisis. Diabetic wounds heal slowly, resist treatment, invite ...
Um_Sungyong_Research_Article_Photo-01
12 November 2019
Here’s to better apps for all of us
This is a scenario that’s probably familiar to many of us: You touch down at your long-awaited holiday destination, collect your luggage, and step outside the airport, raring to go. ...
NewsByte_RF - Chen Nan - Airlines Dynamic Pricing
8 June 2026
When Airlines Play the Price Game: How Dynamic Pricing Can Benefit Everyone – If There’s Enough Competition
The next time you search for a flight and watch the price jump $200 overnight, you might feel like the system is rigged against you. And you wouldn't be alone. ...
RF-Chua Tat Seng-AlphaEdit-Website
4 June 2025
Up-to-date AI Without the Side Effects: How AlphaEdit Could Change the Way We Edit Knowledge in Language Models
KITHCT Chair Professor Chua Tat Seng and his team have developed AlphaEdit, a breakthrough approach that allows AI models to learn new facts without losing what they already know. ...
SoCNewsByte_RF - Zhang Yang D-I-TASSER
24 March 2026
Blending AI and Physics to See Proteins in 3D
Led by Professor Zhang Yang from NUS Computing, NUS Biochemistry, and the Cancer Science Institute of Singapore, a research team has developed a hybrid framework that combines deep learning with ...
20200904_Anand-Bhojan
4 September 2020
Bringing video games to life
Your heartbeat quickens as you watch your video game avatar run through the twisting corridors of the castle. There is still treasure to be found and a hostage to be ...
20210521_SOC_Feature_Leong_Tze_Yun_v5_final
21 May 2021
Creating Human-Aware AI
In 1961, something momentous happened at a squat, nondescript factory in the tiny town of Ewing, New Jersey. The Unimate, a robotic arm, was fired up for the first time, ...
20210401_Features_Martin_Henz_Final
1 April 2021
Aliens, spaceships, and time warps — programming lessons get funky with the Source Academy
When computer science freshmen first begin their undergraduate degree at NUS Computing, they’re required to take an innocuous-sounding module called CS1101S. There, they are introduced to the fundamentals of computer ...
Newsbyte - Research Feature_Ambuj Varshney_AudioCast (1)
21 August 2025
Reimagining Connectivity: How AudioCast Delivers Ultra-Low-Power Wireless Communication at Scale

Reimagining Connectivity: How AudioCast Delivers Ultra-Low-Power Wireless Communication at Scale   In our increasingly connected world, the buzz of wireless signals is omnipresent – Wi-Fi in our homes, Bluetooth in ...

TanZhixuanNB
5 October 2025
From Frustrated Commands to Cooperative Partners: Rethinking AI Through Intent Inference

From Frustrated Commands to Cooperative Partners: Rethinking AI Through Intent Inference Have you ever found yourself repeating a command to a virtual assistant, tweaking your phrasing endlessly, only to give ...

20210610_SoC_Features_Vaibhav_Predicting_Diseases_V2
17 June 2021
Predicting When Rare and Multiple Diseases Happen At Once
To say that the human body is an intricate complicated system would be an understatement. When one thing goes wrong, others often follow suit. So in 1970 when Alvan Feinstein ...
Startup Funding
15 December 2023
To Attract VCs’ Attention, Should Startups Go with Crowdfunding or Angel Investing?
Roughly a decade ago, there was a big shake-up to the startup world. Entrepreneurs looking to fund their latest business venture no longer had to seek seed capital from traditional ...
Chen_Jin_latest_8dec
8 December 2022
Is the Right-to-Repair an overrated battle?
For the most part, Henrik Huseby was an average, hardworking man — a small business owner making a modest living repairing iPhones and MacBooks in Ski, a tiny city in ...
20210913_SoC_Features_He_Bingsheng_ThunderGP_Final
24 September 2021
Making sense of messy data with ThunderGP
Choice is good, but sometimes having too much choice can be a bad thing. Just ask anyone who’s ever tried to delve into a new film on Netflix, discover new ...
20210628_SoC_Features_Min_Fighting_fake_news_v5_Final
1 July 2021
Fighting fake news with FANG
There have been many moments of disbelief throughout the pandemic, but one of the most shocking ones happened last April, when then U.S. President Donald Trump suggested that disinfectants could ...
20220323_SOC_Features_Colin_Tan_EPP
18 March 2022
A course that lets you get your hands dirty
‘EPP’ is an acronym that rolls easily off the tongue, and is something that all first-year Computer Engineering undergraduates at NUS are intimately familiar with. Short for ‘Engineering Principles and ...
What do government subsidies say about a firm’s value to IPO investors?
6 October 2023
What Do Government Subsidies Say about a Firm’s Value to IPO Investors?
In late 2017, two friends were struggling to make rent in San Francisco, a city known for its notoriously high cost of living. As they brainstormed ideas for how they ...
RF-BernardTan-Empathy-Website
3 June 2025
Ripple Effects of Empathy: How a Distant Disaster Reshaped Global Microloans
A new study by NUS Computing’s Shaw Professor Bernard Tan and his former PhD students reveals how empathy and subtle social cues shape generosity on microlending platforms like Kiva. ...
Policing the dark web: can targeting large vendors curb further drug sales?
30 November 2023
Policing the Dark Web: Can Targeting Large Vendors Curb Further Drug Sales?
One day in May 2014, law enforcement officials swooped down on a warehouse in the San Francisco Bay Area. There they found a mini laboratory, pill press machines, and barrels ...
20200930_Chen-Nan-Colour
1 October 2020
Beyond Paywalls and Profits
In March 2011, the New York Times introduced a policy that would later be recognised as a milestone in media history. The newspaper, deemed one of the best in the ...
20190827_Huang_Ke_Wei_Research_Article_Photo
27 August 2019
There’s power in hierarchy — but not what you expect
These days, it seems that whenever you’re thirsty and in need of a quick caffeine pick-me-up, there’s always a Starbucks close by — whether you’re running errands locally in the ...
Exercise mobile application
26 July 2023
Motivating and Sustaining Heterogenous Exercisers: No One Size Fits All Solution
If you like to dabble in exercise — whether as a weekend warrior, Ironman contender, or somewhere in between — you might remember 2015 as being an exciting year. Fitbit ...
20200514-Angela-Yao
14 May 2020
Always one step ahead: Robo-Chef predicts steps of recipes it’s never seen before
To understand the work she does, Angela Yao says to imagine a future where robot helpers are commonplace. Whether they’re workplace assistants, companions, or domestic helpers, robots need to be ...
20200324-Steven-Halim-edited
2 April 2020
Visualising Algorithms with a Click
It was July 2011 in Pattaya, Thailand. While guiding the Singaporean team at the International Olympiad for Informatics (IOI), Dr Steven Halim was struck by an idea to improve the ...
RF-MohanKankanhalli-BullyingAI-Website
4 June 2025
Bullying the Machine: What AI’s Reactions to Psychological Pressure Teach Us About Vulnerability
A new study led by Professor Mohan Kankanhalli (Provost’s Chair Professor and Director of NUS AI Institute) reveals that large language models exhibit human-like psychological vulnerabilities when subjected to AI-driven ...
RF-ShaoLin-DRO-Website
4 June 2025
A New Grasp on Robotics: Teaching Robots to Hold the Future
A new framework developed by NUS Computing’s Asst Prof Shao Lin and collaborators brings robots closer to human-like dexterity, overcoming a key barrier in robotic grasping. ...
Facebook Instagram Telegram Linkedin Youtube
Support NUS Computing
  • Computing 1
    13 Computing Drive
    Singapore 117417
  • +65 6516 2727
  • Contact Us
  • Locate Us
  • Find Our Venues
Additional Links
NUS COMPUTING
  • About Us
  • Programmes
  • News
  • Events
  • Innovation & Entrepreneurship
  • Recruiters
  • About Us
  • Programmes
  • News
  • Events
  • Innovation & Entrepreneurship
  • Recruiters
Programmes
  • Undergraduate
  • Master’s
  • Doctoral
  • Graduate Certificates
  • Executive Education
  • Undergraduate
  • Master’s
  • Doctoral
  • Graduate Certificates
  • Executive Education
ADMISSIONS
  • Undergraduate
  • Graduate
  • Financial Support
  • Undergraduate
  • Graduate
  • Financial Support
RESEARCH
  • Research Initiatives
  • Research Areas
  • Research Initiatives
  • Research Areas
DEPARTMENTS
  • Department of Computer Science
  • Department of Information Systems and Analytics
  • Department of Computer Science
  • Department of Information Systems and Analytics
RESOURCES
  • School Directory
  • Student Portal
  • Facilities & Services
  • NUS WebMail
  • NUS Canvas
  • Student Jobs
  • School Directory
  • Student Portal
  • Facilities & Services
  • NUS WebMail
  • NUS Canvas
  • Student Jobs
NUS COMPUTING
  • About Us
  • Programmes
  • News
  • Events
  • Innovation & Entrepreneurship
  • Recruiters
  • About Us
  • Programmes
  • News
  • Events
  • Innovation & Entrepreneurship
  • Recruiters
Programmes
  • Undergraduate
  • Master’s
  • Doctoral
  • Graduate Certificates
  • Executive Education
  • Undergraduate
  • Master’s
  • Doctoral
  • Graduate Certificates
  • Executive Education
ADMISSIONS
  • Undergraduate
  • Graduate
  • Financial Support
  • Undergraduate
  • Graduate
  • Financial Support
RESEARCH
  • Research Initiatives
  • Research Areas
  • Research Initiatives
  • Research Areas
DEPARTMENTS
  • Department of Computer Science
  • Department of Information Systems and Analytics
  • Department of Computer Science
  • Department of Information Systems and Analytics
RESOURCES
  • School Directory
  • Student Portal
  • Facilities & Services
  • NUS WebMail
  • NUS Canvas
  • Student Jobs
  • School Directory
  • Student Portal
  • Facilities & Services
  • NUS WebMail
  • NUS Canvas
  • Student Jobs

© National University of Singapore. All Rights Reserved. • Legal • Branding guidelines