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
    • Nurturing Computing Talent
      • Medals and Prizes
      • Supporting Student Development
      • Bursaries and Financial Aid
      • Scholarships (Merit-based)
    • Professorships
    • Spearheading Research
  • 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
    • Nurturing Computing Talent
      • Medals and Prizes
      • Supporting Student Development
      • Bursaries and Financial Aid
      • Scholarships (Merit-based)
    • Professorships
    • Spearheading Research
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

20200312_Harold_Soh_Research_Feature-01
12 March 2020
Humans, Robots, and the Trust that binds them
Like so many parts along the Californian coast, Honda Point is breathtakingly beautiful. People go to visit, but when they do, it’s not for the views. ...
20210215_SOC_Features_Damith_final
15 February 2021
More than Assignments: Developing Software for the Real World
In 2011, Damith Rajapakse was teaching a few modules at NUS Computing when he ran into a problem. Part of his modules comprised an aspect of project work, and he ...
20201103_Stephane_Bressan_Physics_AI
13 November 2020
Quantum Physics Gets a Boost from AI
Stéphane Bressan and Christian Miniatura grew up in rival neighbourhoods of the naval garrison town of Toulon in southern France. They went to the same high school and the same ...
20220421_SoC_Features_Shen_LSVP_2400_x_1600
20 April 2022
Walk, Watch, Learn: On-the-go video learning
As COVID crept across the world, confining people to their homes and chaining them to their desks — for work, school, and play — Zhao Shengdong was no exception. Involved ...
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 ...

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 ...
20190813_Yu_Haifeng_Research_Article-01
13 August 2019
The dilemma of an unknown diameter
They say that in the future, vehicles will be able to talk. Not in the way that those in the Pixar movie “Cars” do, but more in the sense of ...
20200609-Zhai-Yingda-v2
15 June 2020
When cloud providers pool and throttle to win the race
When Yingda Zhai was working on his PhD in Austin, Texas, he used to stroll through the neighbourhood he lived in not too far from campus. On these walks, he ...
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 ...
20190701_Hahn_Jungpil_Research_Feature
1 July 2019
Does “practice makes perfect” apply to businesses too?
Remember when your piano teacher used to insist you practise your scales every single day? Turns out she wasn’t just being a tyrannical tormentor, but a firm believer in the ...
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 ...

20210305_SYJ_SOC_Feature_New
5 March 2021
Archipelago — making sure no student is an island
Like everyone else, Yuen Jien Soo found himself struggling to adapt when Covid-19 first hit last year. Soo, who teaches operating systems, computer organisation, and software product engineering at NUS ...
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 ...
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 ...
20190301_Tan_Chuan_Hoo_Research_Feature
1 March 2019
Building Better IT Systems with Prof Chuan-Hoo Tan
At some point in our careers, most of us have to deal with an IT system that is clunky, unreliable, or just plain difficult to use. It might have an ...
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. ...
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 ...

ai-music-therapy-wangye
27 November 2024
Transforming Stroke Recovery with AI and Music Therapy

Harnessing the Power of Music AI to Heal Stroke Patients Many people, including Wang Ye, can attest to the healing power of music. On bad days, it helps us relieve ...

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 ...
Feature_Wangye
18 April 2023
Mining the marvellous richness of the human singing voice
Sound and music have always been a big part of Wang Ye’s life, guiding him through a career that has spanned being a research engineer at Nokia in Finland to ...
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 ...
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 ...
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 ...
RF-TanChuanHoo-EntSys-Website
4 May 2025
Unlocking the True Potential of Enterprise Systems: Why User Behavior Matters More Than You Think
A new study by NUS Computing’s Assoc Prof Tan Chuan Hoo reveals how leadership, user mindset, and system design determine whether enterprise systems are used effectively—or fail despite good technology. ...
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 ...
20180907_Tuan_Phan
7 September 2018
Big Data Meets Influencer Marketing: NUS Computing Researcher Tuan Q. Phan Develops “Multinetwork Approach” to Going Viral
One of biggest challenges in marketing is the task of identifying influencers in today’s large and complex social networks, such as Facebook or LinkedIn. ...
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 ...
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 ...
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 ...

Newsbyte - Research Feature_Ambuj Varshney_AudioCast
21 July 2025
How AI Models Learn to Read – and Learn From – Unnatural Language
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 ...
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