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

Newsbyte - Research Feature_Ilya_Sergey_ResearchFeature_Veil_V1
4 August 2025
Veil: Bridging the Gap Between Speed and Rigor in Verifying Complex Distributed Systems
Explore how scalable collaborative zk-SNARKs enable fast, secure zero-knowledge proofs across multiple servers. This breakthrough improves privacy and scalability for AI verification, blockchain, and data markets, making advanced cryptography more ...
20220610-SoC-Features-Atreyi-K_App-Innovation
10 June 2022
Want to make a good app? Update often and get customers involved
Modern-day learners have a wealth of “teachers” to turn to: online books, e-learning courses, YouTube tutorials, and even smartphone apps. If, for instance, you are yearning to lead a more ...
20200430-Brian-Lim-Research-Feature
30 April 2020
Human-centred explainable AI: Helping people to faithfully interpret machine learning with less mental effort
These days, artificial intelligence (AI) is everywhere we look. It’s what powers predictive searches on Google, enables Spotify and Amazon to recommend new songs and products, puts self-driving vehicles on ...
20200128_Vaibhav_Rajan_Research_Article_Photo-01
28 January 2020
Lost in masses of clinical data? Help is here
The intensive care unit where Dr. Jean-Daniel Chiche works in Paris is what you would expect from an ICU. Amidst an atmosphere of respectful quiet and hushed tones lie patients ...
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 ...
20190614_Atreyi_Kankanhalli_Photo
14 June 2019
Power to the consumer – user innovation drives new apps for mobile phones
In 1958, a curious sight began appearing on the sidewalks of California. People were taking apart roller skates, attaching them to the underside of wooden planks, sometimes boxes, and whizzing ...
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 ...

20190510_Wei_Kwok_Kee_Research_Feature
9 May 2019
Thinking Beyond STEM: A Lifelong Quest for Lifelong Learning
With science, technology, engineering and mathematics (STEM) skills in greater demand than ever before, many people see STEM education as a ticket to a successful and rewarding career. University graduates ...
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 ...
20220623-SoC-Features-_Disaster-Strikes_Gary-Tan
24 June 2022
When disaster strikes, where do people run?
When a natural disaster, terrorist attack, or any other crisis strikes, the best time to act isn’t just as it occurs, but rather in the months, even years, before it ...
20200713_Stanley-Kok
20 July 2020
Want to better categorise your products online? Try translation tech
Confined to their homes during the circuit breaker period, Singapore’s Covid-19 lockdown, people began ordering certain products in earnest: fitness equipment, home office accessories, flour and other baking goods. If, ...
20210902_SoC_Features_Heng_Cheng_Suang_FinTech
3 September 2021
Empowering people through Fintech
In 2014, Tan Tianhui was in the second year of her PhD at NUS Computing when she heard about a “special product” that everyone back home in China couldn’t stop ...
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, ...
20200626-Desmond-Ong
1 July 2020
Wanted: Sensitive New Age…Robot

Today’s virtual assistants and smart devices have come a long way. They can tell you if you’re running low on milk, what the weather will be like tomorrow, or change ...

ResearchFeature-Angela Yao-Web
8 April 2025
Advancing AI: Improving Conditional Interpolation in Text-to-Image Models
Associate Professor Angela Yao and her team at NUS Computing have introduced Attention Interpolation via Diffusion (AID) and Prompt-guided Attention Interpolation via Diffusion (PAID), two new AI frameworks that take ...
RF-BrianLow-Waterfall
17 March 2025
Waterfall: A New Watermarking Method to Protect Copyright in the World of LLMs
A new watermarking technique protects copyright in the world of LLMs ...
20211015_SoC_Features_Abhik_R_Bug_Bane_Final
22 October 2021
Bug-bane begone — enter the era of Automated Program Repair
Consider a programmer sitting at her desk, trying to fix an error in a software system. First, she had to determine what was causing the problem and trace its source ...
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 ...

Features_TrevorECarlson2
15 June 2023
Plugging the Prefetcher Security Gap
Today’s world moves at such a breakneck speed that it has transformed us into a society that loathes to wait. Online deliveries turn up at our doorsteps in two hours ...
20210820_Feature_Sun_Teck_IOI_Final
20 August 2021
The Olympics for Computer Science
The International Olympiad in Informatics (IOI) is one of the most prestigious competitions in the computer science world. Held every summer since 1987, the tournament sees exceptional high school students ...
Feature_Ambuj_v2
9 March 2023
Making IoT devices that are everlasting
If you awoke this morning feeling a little more tired than usual, you might have glanced at your FitBit to see how many REM sleep cycles you clocked last night. ...
20190725_Bernard_Tan_Research_Article
25 July 2019
Building a Vibrant Innovation Ecosystem
From driverless cars to life-saving medical devices and everything in between, the technologies of the future not only promise to change the world, but also to create high-paying jobs and ...
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 ...
RF-LeeYiChieh-HelpingAI-Website
15 May 2025
Helping AI Helps Us Too: The Surprising Mental Health Benefits of Assisting Artificial Intelligence
A study led by Assistant Professor LEE Yi-Chieh and his team at the AI 4 Social Good Lab (AI4SG) at NUS Computing has uncovered a surprising finding that assisting even ...
Feature_Kuldeep_Meel
27 March 2023
New Algorithm Revolutionises a Decades-Old Estimation Problem
When Covid-19 came barrelling through the world, it upended nearly every aspect of our lives, forcing us to live, work, and play in completely new ways. We became accustomed to ...
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 ...
20180921_Sanjay_and_Frank_Research_Article
26 September 2018
Souping up parity games
It was a sweltering summer morning in July 2016, and the olive grove close to the town of Andria in the Italian countryside baked silently in the 40-degree heat. But ...
20211202_SOC_Features_No_wonder_our_minds_wander
10 December 2021
No wonder our minds wander!
It’s a pandemic-era feeling we’re all familiar with — you’re listening to a colleague on Zoom or attending an e-learning course...when your mind starts to wander. How many emails do ...
20220706_Enterprise_Systems_Chuan_Hoo
9 July 2022
Mastering the beast that is the company-wide IT system
Anyone who’s part of an organisation, big or small, will likely be familiar with a company-wide IT system of some sort. It’s the boon and bane of many an employee’s ...
20210806_SOC_Features_Covid_CakeCutting_Warut_S
5 August 2021
Covid, cake-cutting, and fair resource allocation
The School of Computing at NUS is set in tranquil surroundings — buildings atop gentle hills are connected by breezy walkways, and research labs and classrooms look out onto lush ...
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