compare and contrast essay examples pdf for college students

5 Compare and Contrast Essay Examples (Full Text)

A compare and contrast essay selects two or more items that are critically analyzed to demonstrate their differences and similarities. Here is a template for you that provides the general structure:

A range of example essays is presented below.

Compare and Contrast Essay Examples

#1 jean piaget vs lev vygotsky essay.

1480 Words | 5 Pages | 10 References

(Level: University Undergraduate)

Thesis Statement: “This essay will critically examine and compare the developmental theories of Jean Piaget and Lev Vygotsky, focusing on their differing views on cognitive development in children and their influence on educational psychology, through an exploration of key concepts such as the role of culture and environment, scaffolding, equilibration, and their overall implications for educational practices..”

#2 Democracy vs Authoritarianism Essay

Thesis Statement: “The thesis of this analysis is that, despite the efficiency and control offered by authoritarian regimes, democratic systems, with their emphasis on individual freedoms, participatory governance, and social welfare, present a more balanced and ethically sound approach to governance, better aligned with the ideals of a just and progressive society.”

#3 Apples vs Oranges Essay

1190 Words | 5 Pages | 0 References

(Level: 4th Grade, 5th Grade, 6th Grade)

Thesis Statement: “While apples and oranges are both popular and nutritious fruits, they differ significantly in their taste profiles, nutritional benefits, cultural symbolism, and culinary applications.”

#4 Nature vs Nurture Essay

1525 Words | 5 Pages | 11 References

(Level: High School and College)

Thesis Statement: “The purpose of this essay is to examine and elucidate the complex and interconnected roles of genetic inheritance (nature) and environmental influences (nurture) in shaping human development across various domains such as physical traits, personality, behavior, intelligence, and abilities.”

#5 Dogs vs Cats Essay

1095 Words | 5 Pages | 7 Bibliographic Sources

(Level: 6th Grade, 7th Grade, 8th Grade)

Thesis Statement: “This essay explores the distinctive characteristics, emotional connections, and lifestyle considerations associated with owning dogs and cats, aiming to illuminate the unique joys and benefits each pet brings to their human companions.”

How to Write a Compare and Contrast Essay

I’ve recorded a full video for you on how to write a compare and contrast essay:

Get the Compare and Contrast Templates with AI Prompts Here

In the video, I outline the steps to writing your essay. Here they are explained below:

1. Essay Planning

First, I recommend using my compare and contrast worksheet, which acts like a Venn Diagram, walking you through the steps of comparing the similarities and differences of the concepts or items you’re comparing.

I recommend selecting 3-5 features that can be compared, as shown in the worksheet:

Grab the Worksheet as Part of the Compare and Contrast Essay Writing Pack

2. Writing the Essay

Once you’ve completed the worksheet, you’re ready to start writing. Go systematically through each feature you are comparing and discuss the similarities and differences, then make an evaluative statement after showing your depth of knowledge:

Get the Rest of the Premium Compare and Contrast Essay Writing Pack (With AI Prompts) Here

How to Write a Compare and Contrast Thesis Statement

Compare and contrast thesis statements can either:

• Remain neutral in an expository tone.
• Prosecute an argument about which of the items you’re comparing is overall best.

To write an argumentative thesis statement for a compare and contrast essay, try this AI Prompts:

💡 AI Prompt to Generate Ideas I am writing a compare and contrast essay that compares [Concept 1] and [Concept2]. Give me 5 potential single-sentence thesis statements that pass a reasonable judgement.

Ready to Write your Essay?

Take action! Choose one of the following options to start writing your compare and contrast essay now:

Read Next: Process Essay Examples

Chris Drew (PhD)

Dr. Chris Drew is the founder of the Helpful Professor. He holds a PhD in education and has published over 20 articles in scholarly journals. He is the former editor of the Journal of Learning Development in Higher Education. [Image Descriptor: Photo of Chris]

• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ 15 Animism Examples
• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ 10 Magical Thinking Examples
• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ Social-Emotional Learning (Definition, Examples, Pros & Cons)
• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ What is Educational Psychology?

Leave a Comment Cancel Reply

Your email address will not be published. Required fields are marked *

Compare And Contrast Essay

Compare And Contrast Essay Examples

Interesting Compare and Contrast Essay Examples

14 min read

Published on: Mar 7, 2020

Last updated on: Mar 12, 2024

People also read

Compare and Contrast Essay - An Ultimate Guide

Best Compare and Contrast Essay Topics for Students

Compare and Contrast Essay Outline - Step by Step Guide

Share this article

Are you struggling to effectively analyze and present comparisons and contrasts in your essays?

Writing a compare and contrast essay can be a daunting task. It requires a keen eye for detail, a deep understanding of the subjects, and the ability to draw meaningful connections.

Many students find themselves overwhelmed with the challenge of navigating through the complexities of this essay type.

In this blog post, we will provide you with examples and valuable tips to master the art of writing a compare and contrast essay.

With our tips and examples, you'll develop the skills to produce a top-notch essay that engages and impresses your readers.

So, let's dive in!

Tough Essay Due? Hire Tough Writers!

On This Page On This Page -->

Good Compare and Contrast Essay Examples

If you are writing it for the first time, you need good examples to understand how to write a compare and contrast essay.   Following are the best free compare and contrast essay examples that can be categorized for different levels.

Take help from these examples of contrasting two subjects to write an outstanding essay.  

Compare and Contrast Essay Examples for University

As university students, the demand for critical analysis and comparison becomes more rigorous.  By studying these examples, students will gain invaluable insights into effective comparative analysis.

Compare and Contrast Essay Examples University

Compare and Contrast Essay Examples for College

When writing the compare and contrast essay for a college assignment, the students may see it as the most difficult task. Don’t worry; here are some good college-level compare and contrast essay examples.

Free Compare and Contrast Essay Example PDF

Compare and Contrast Essay Examples for High School

When writing the example for the essay, make sure that you can easily write the similarities and differences. The compare and contrast essay for high school is different from a college essay.

It does not require professional logical skills, but it is a good way to develop logical analysis skills.

Compare and Contrast Essay Example for High School Students

Compare And Contrast Essay Example High School vs College

Compare and Contrast Essay Examples for Middle School

Following are good compare and contrast essay examples for middle school students:

Compare and Contrast Essay Example for Middle School Students

Compare and Contrast Essay Examples for 6th Grade

Compare And Contrast Essay Examples 7th grade

Compare and Contrast Essay Examples for Elementary Students

Elementary school students also have to write essays to compare and contrast two things. This can help them learn how to write better.

Here are some example essays for kids at the elementary level that make their academic writing process easy.

Compare and Contrast Essay Examples for 4th Grade

Compare and Contrast Essay Examples 5th Grade

Compare and Contrast Essay Examples for 3rd Grade Students

Thesis for Compare and Contrast Essay Examples

A  thesis statement  highlights the main points of your essay and what two objects or topics you will be further discussing in your essay.

Here is an example that will help you to understand better how to write a great thesis statement for an essay.

Thesis for Compare and Contrast Essay Example

Literary Analysis Compare and Contrast Essay Examples 

When it comes to literary analysis, one effective approach is to explore the similarities and differences between different literary works. 

To illustrate the process and provide you with a clearer understanding, let's consider a few examples of compare and contrast essays in the realm of literary analysis:

Literary Analysis Compare and Contrast Essay Examples PDF

How to Write a Compare and Contrast Essay?

To write a great compare and contrast essay, you need to plan well and execute properly. When you are given this type of essay to write, it is best not to start writing it right away.  The prewriting steps for starting a compare and contrast essay are below:

• Select a Good Topic: Choose a unique and interesting compare and contrast essay topic that is neither too broad nor too specific.
• Brainstorm Similarities and Differences: Engage in brainstorming to generate fresh perspectives and ideas on the topic.
• Do Some Research: Conduct thorough research on the chosen topic to gather relevant information and insights.
• Create a Thesis Statement: Summarize your argument in a concise thesis statement, which should reflect the main focus of your essay.

Here is an example for your better understanding:

How To Start Off A Compare And Contrast Essay Examples (PDF)

Once you are done with the prewriting process, you can create an outline that will serve as your template for the essay.  The outline should have three components:

Introduction

Body paragraphs.

Below is a compare and contrast essay outline template that you can use for your help.  

Compare and Contrast Essay Outline

Let’s discuss these parts in detail. 

An attention-grabbing introduction attracts the reader’s attention and will glue readers to your essay until the last words in it.

The  essay introduction part starts with a strong hook statement, and it should be interesting. The hook statement can be a quotation, story, or anything that captures the audience’s attention.

The thesis statement is also stated in the introduction, and it is the main writer’s argument. It should be included at the end of the introductory part.

Compare and Contrast Essay Introduction Examples

The body paragraphs should include 5-paragraphs. The writer presents their evidence and analyzes how the objects are similar and different.

The body paragraphs can be written using two methods.

Point by Point:  In this method, the writer lists the similarities and differences of both subjects.

Here is an example of point by point approach:

Block Method:  In the block method, the writer organizes the information. Firstly, define the first object's details and then describe the information about the second object.

Here is an example of the block method approach:

Writing a conclusion for a compare and contrast essay is crucial as it brings closure to the discussion and leaves a lasting impression on the reader.

Restate the thesis statement and summarize the main points discussed in the body paragraphs. Avoid introducing new information and instead focus on reinforcing the main ideas presented throughout the essay.

In the end, leave the reader with a sense of reflection and a deeper understanding of the subject matter.

Compare and Contrast Essay Conclusion Example (PDF)

Need guidance to create a compare and contrast essay outline? Check out our compare and contrast essay outline blog!

Compare and Contrast Essay Examples on Different Subjects

As students progress in their academic journey, the ability to compare and contrast becomes increasingly important.

In this section, we will delve into a variety of compare-and-contrast essay examples for effective writing.

Education and Parenting Compare and Contrast Essay Examples

Technology Compare and Contrast Essay Examples

Pop Culture Compare and Contrast Essay Examples

Historical and Political Compare and Contrast Essay Examples

Sports Compare and Contrast Essay Examples

Lifestyle Choices Compare and Contrast Essay Examples

Healthcare Compare and Contrast Essay Examples

Animals Compare and Contrast Essay Examples

Compare and Contrast Essay Writing Tips

Writing a compare and contrast essay can be a challenging task, but with the right approach, you can craft a compelling and insightful piece of writing.

Here are some valuable tips to help you navigate the process effectively:

• Understand the purpose: Know that a compare and contrast essay analyzes similarities and differences between subjects.
• Choose appropriate subjects: Select topics that share similarities but also have distinct differences for meaningful analysis.
• Conduct in-depth research: Gather information about the subjects to provide a comprehensive essay.
• Create a clear structure: Use an introduction, clear topic sentences , and consider point-by-point or block method organization.
• Support with evidence: Use quotes , examples, or data to back up your comparisons.
• Analyze and interpret: Go beyond listing and explore the significance and implications of the comparisons.
• Use clear and cohesive language: Use transitional words, be precise, and balance academic rigor with accessibility.
• Revise and edit: Check for errors, review the logical flow, and seek feedback to improve your essay.

Summing up, now you have got good compare and contrast essay examples for your academic assignment, making your writing process easy. Read these carefully and try to learn from them. Also, you can come back whenever you need more inspiration.

Need a more specific example on a particular topic? No problem! Generate your own complete compare and contrast essay in seconds with our AI essay writing tool .

In addition, our professional writers can craft an excellent essay based on your personal requirements. Our compare and contrast essay writing service provides 24/7 assistance and original human-written essays in affordable prices. 

Place your order now and get college essay writing help from our reliable service.  

Frequently Asked Questions

What are compare and contrast words.

The most common compare-and-contrast words are:

• Nevertheless

Barbara P (Management)

Barbara is a highly educated and qualified author with a Ph.D. in public health from an Ivy League university. She has spent a significant amount of time working in the medical field, conducting a thorough study on a variety of health issues. Her work has been published in several major publications.

Paper Due? Why Suffer? That’s our Job!

Keep reading

Legal & Policies

• Privacy Policy
• Cookies Policy
• Terms of Use
• Refunds & Cancellations
• Our Writers
• Success Stories
• Our Guarantees
• Affiliate Program
• Referral Program
• AI Essay Writer

Disclaimer: All client orders are completed by our team of highly qualified human writers. The essays and papers provided by us are not to be used for submission but rather as learning models only.

Comparison and Contrast Guide

About this Interactive

Related resources.

This interactive guide provides an introduction to the basic characteristics and resources that are typically used when students compose comparison and contrast essays. The Comparison and Contrast Guide includes an overview, definitions and examples. The Organizing a Paper section includes details on whole-to-whole (block), point-by-point, and similarities-to-differences structures. In addition, the Guide explains how graphic organizers are used for comparison and contrast, provides tips for using transitions between ideas in comparison and contrast essays, and includes a checklist, which matches an accompanying rubric .

• Student Interactives
• Lesson Plans

This interactive tool allows students to create Venn diagrams that contain two or three overlapping circles, enabling them to organize their information logically.

Students explore picture books to identify the characteristics of four types of conflict. They then write about a conflict they have experienced and compare it to a conflict from literature.

• Print this resource

Explore Resources by Grade

• Kindergarten K

Compare And Contrast Essay Guide

Compare And Contrast Essay Examples

Last updated on: Mar 22, 2024

Good Compare and Contrast Essay Examples For Your Help

By: Barbara P.

Reviewed By: Jacklyn H.

Published on: Mar 22, 2023

Are you ready to challenge your critical thinking skills and take your writing to the next level? Look no further than the exciting world of compare and contrast essays! 

As a college student, you'll have the unique opportunity to delve into the details and differences of a variety of subjects. But don't let the pressure of writing the perfect compare-and-contrast essay weigh you down. 

To help guide you on this journey, we've got some great compare-and-contrast essay examples. It will make the writing process not only manageable but also enjoyable. So grab a pen and paper, and let's get started on this exciting adventure!

On this Page

Good Compare and Contrast Essay Examples

A compare and contrast essay is all about comparing two subjects. Writing essays is not always easy, but it can be made easier with help from the examples before you write your own first. The examples will give you an idea of the perfect compare-and-contrast essay. 

We have compiled a selection of free compare-and-contrast essay examples that can help you structure this type of essay. 

SAMPLE COMPARE AND CONTRAST ESSAY EXAMPLE

COMPARE AND CONTRAST ESSAY INTRODUCTION EXAMPLE

BOOK COMPARE AND CONTRAST ESSAY

CITY COMPARE AND CONTRAST ESSAY

CATS & DOGS COMPARE AND CONTRAST ESSAY

SCIENCE & ART COMPARE AND CONTRAST ESSAY

E-BOOKS & HARDBACK BOOKS COMPARE AND CONTRAST ESSAY

HOMESCHOOLING BOOKS COMPARE AND CONTRAST ESSAY

PARENTING STYLES COMPARE AND CONTRAST ESSAY

CONVENTIONAL AND ALTERNATIVE MEDICINE COMPARE AND CONTRAST ESSAY

Don't know how to map out your compare and contrast essay? Visit this link to learn how to perfectly outline your essay!

Compare and Contrast Essay Examples University

Compare and contrast paper is a common assignments for university students. This type of essay tells the reader how two subjects are the same or different from each other. Also, show the points of comparison between the two subjects.

Look at the example that is mentioned below and create a well-written essay.

COMPARE AND CONTRAST ESSAY EXAMPLE UNIVERSITY

Compare and Contrast Essay Examples College

COMPARE AND CONTRAST ESSAY EXAMPLE COLLEGE

Compare and Contrast Essay Examples High School

Compare and contrast essays are often assigned to high school students to help them improve their analytical skills .

In addition, some teachers assign this type of essay because it is a great way for students to improve their analytical and writing skills.

COMPARE AND CONTRAST ESSAY EXAMPLE HIGH SCHOOL

COMPARE AND CONTRAST ESSAY EXAMPLE 9TH GRADE

Check out the video below to gain a quick and visual comprehension of what a compare and contrast essay entails.

Compare and Contrast Essay Examples Middle school

In middle school, students have the opportunity to write a compare-and-contrast essay. It does not require an expert level of skills, but it is still a way to improve writing skills.

Middle school students can easily write a compare-and-contrast essay with a little help from examples. We have gathered excellent examples of this essay that you can use to get started.

COMPARE AND CONTRAST ESSAY EXAMPLE MIDDLE SCHOOL

COMPARE AND CONTRAST ESSAY EXAMPLES 5TH GRADE

Literary Analysis Compare and Contrast Essay Examples

The perfect way to inform readers about the pros and cons of two subjects is with a comparison and contrast essay.

It starts by stating the thesis statement, and then you explain why these two subjects are being compared in this essay.

The following is an example that you can use for your help.

LITERARY ANALYSIS COMPARE AND CONTRAST ESSAY EXAMPLE

Tough Essay Due? Hire Tough Writers!

Compare and Contrast Essay Conclusion Example

The conclusion of an essay is the last part, in which you wrap up everything. It should not include a story but rather summarize the whole document so readers have something meaningful they can take away from it.

COMPARE AND CONTRAST ESSAY CONCLUSION EXAMPLE

Struggling to think of the perfect compare-and-contrast essay topic ? Visit this link for a multitude of inspiring ideas.

Compare and Contrast Essay Writing Tips

A compare and contrast essay presents the facts point by point, and mostly, the argumentative essay uses this compared-contrasted technique for its subjects.

If you are looking for some easy and simple tips to craft a perfectly researched and structured compare and contrast essay, we will not disappoint you.

Following are some quick tips that you can keep in mind while writing your essay:

• Choose the essay topic carefully.
• Research and brainstorm the points that make them similar and different.
• Create and add your main statement and claim.
• Create a Venn diagram and show the similarities and differences.
• Choose the design through which you will present your arguments and claims.
• Create compare and contrast essay outline. Use either the block method or the point-by-point structure.
• Research and add credible supporting evidence.
• Transitioning is also important. Use transitional words and phrases to engage your readers.
• Edit, proofread, and revise the essay before submission.

Create captivating essays effortlessly!

In conclusion, writing a compare and contrast essay can be an effective way to explore the similarities and differences between two topics. By using examples, it is possible to see the different approaches that can be taken when writing this type of essay. 

Whether you are a student or a professional writer, these examples can provide valuable insight to enhance your writing skills. You can also use our AI-powered essay typer to generate sample essays for your specific topic and subject.

However, if you don’t feel confident in your writing skills, you can always hire our professional essay writer.

5StarEssays.com offer comprehensive essay writing service for students across the globe. Our experts are highly trained and qualified, making sure all of your essays will meet academic requirements while receiving top grades. 

Don't wait - take advantage of our 50% introductory discount today and get ahead of the game with us! 

Frequently Asked Questions

How do i write a compare and contrast essay.

Here are some steps that you should follow and write a great essay.

• Begin by brainstorming with a Venn diagram.
• Create a thesis statement.
• Develop an outline.
• Write the introduction.
• Write the body paragraphs.
• Write the conclusion.
• Proofreading.

How do you start a compare and contrast essay introduction?

When writing a compare and contrast essay, it is important to have an engaging introduction that will grab the reader's attention. A good way to do this would be by starting with a question or fact related to the topic to catch their interest.

What are some good compare and contrast essay topics?

Here are some good topics for compare and contrast essay:

• E-books or textbooks.
• Anxiety vs. Depression.
• Vegetables and fruits.
• Cinnamon vs. sugar.
• Similarities between cultural and traditional fashion trends.

How long is a compare and contrast essay?

Usually, a compare and contrast essay would consist of five paragraphs but there are no hard and fast rules regarding it. Some essays could be longer than five paragraphs, based on the scope of the topic of the essay.

What are the two methods for arranging a comparison and contrast essay?

The two ways to organize and arrange your compare and contrast essay. The first one is the Point-by-Point method and the second one is the Block method.

Dr. Barbara is a highly experienced writer and author who holds a Ph.D. degree in public health from an Ivy League school. She has worked in the medical field for many years, conducting extensive research on various health topics. Her writing has been featured in several top-tier publications.

Was This Blog Helpful?

Keep reading.

• Compare and Contrast Essay - A Complete Guide With Topics & Examples

• Compare and Contrast Essay Topics: 100+ Fresh New Ideas

• Compare and Contrast Essay Outline - Template & Examples

People Also Read

• 10essential essay writing techniques for students
• thesis introduction writing
• appendix writing
• annotated bibliography example
• rhetorical analysis essay writing

Burdened With Assignments?

Advertisement

• Homework Services: Essay Topics Generator

© 2024 - All rights reserved

• school Campus Bookshelves
• menu_book Bookshelves
• perm_media Learning Objects
• login Login
• how_to_reg Request Instructor Account
• hub Instructor Commons

Margin Size

• Download Page (PDF)
• Download Full Book (PDF)
• Periodic Table
• Physics Constants
• Scientific Calculator
• Reference & Cite
• Tools expand_more
• Readability

selected template will load here

This action is not available.

4.1: Introduction to Comparison and Contrast Essay

• Last updated
• Save as PDF
• Page ID 174873

\( \newcommand{\vecs}[1]{\overset { \scriptstyle \rightharpoonup} {\mathbf{#1}} } \)

\( \newcommand{\vecd}[1]{\overset{-\!-\!\rightharpoonup}{\vphantom{a}\smash {#1}}} \)

\( \newcommand{\id}{\mathrm{id}}\) \( \newcommand{\Span}{\mathrm{span}}\)

( \newcommand{\kernel}{\mathrm{null}\,}\) \( \newcommand{\range}{\mathrm{range}\,}\)

\( \newcommand{\RealPart}{\mathrm{Re}}\) \( \newcommand{\ImaginaryPart}{\mathrm{Im}}\)

\( \newcommand{\Argument}{\mathrm{Arg}}\) \( \newcommand{\norm}[1]{\| #1 \|}\)

\( \newcommand{\inner}[2]{\langle #1, #2 \rangle}\)

\( \newcommand{\Span}{\mathrm{span}}\)

\( \newcommand{\id}{\mathrm{id}}\)

\( \newcommand{\kernel}{\mathrm{null}\,}\)

\( \newcommand{\range}{\mathrm{range}\,}\)

\( \newcommand{\RealPart}{\mathrm{Re}}\)

\( \newcommand{\ImaginaryPart}{\mathrm{Im}}\)

\( \newcommand{\Argument}{\mathrm{Arg}}\)

\( \newcommand{\norm}[1]{\| #1 \|}\)

\( \newcommand{\Span}{\mathrm{span}}\) \( \newcommand{\AA}{\unicode[.8,0]{x212B}}\)

\( \newcommand{\vectorA}[1]{\vec{#1}}      % arrow\)

\( \newcommand{\vectorAt}[1]{\vec{\text{#1}}}      % arrow\)

\( \newcommand{\vectorB}[1]{\overset { \scriptstyle \rightharpoonup} {\mathbf{#1}} } \)

\( \newcommand{\vectorC}[1]{\textbf{#1}} \)

\( \newcommand{\vectorD}[1]{\overrightarrow{#1}} \)

\( \newcommand{\vectorDt}[1]{\overrightarrow{\text{#1}}} \)

\( \newcommand{\vectE}[1]{\overset{-\!-\!\rightharpoonup}{\vphantom{a}\smash{\mathbf {#1}}}} \)

The key to a good compare-and-contrast essay is to choose two or more subjects that connect in a meaningful way. Comparison and contrast is simply telling how two things are alike or different. The compare-and-contrast essay starts with a thesis that clearly states the two subjects that are to be compared, contrasted, or both. The thesis should focus on comparing, contrasting, or both.

Key Elements of the Compare and Contrast:

• A compare-and-contrast essay analyzes two subjects by either comparing them, contrasting them, or both.
• The purpose of writing a comparison or contrast essay is not to state the obvious but rather to illuminate subtle differences or unexpected similarities between two subjects.
• The thesis should clearly state the subjects that are to be compared, contrasted, or both, and it should state what is to be learned from doing so.
• Organize by the subjects themselves, one then the other.
• Organize by individual points, in which you discuss each subject in relation to each point.
• Use phrases of comparison or phrases of contrast to signal to readers how exactly the two subjects are being analyzed.

Objectives: By the end of this unit, you will be able to

• Identify compare & contrast relationships in model essays
• Construct clearly formulated thesis statements that show compare & contrast relationships
• Use pre-writing techniques to brainstorm and organize ideas showing a comparison and/or contrast
• Construct an outline for a five-paragraph compare & contrast essay
• Write a five-paragraph compare & contrast essay
• Use a variety of vocabulary and language structures that express compare & contrast essay relationships

Example Thesis: Organic vegetables may cost more than those that are conventionally grown, but when put to the test, they are definitely worth every extra penny.

Sample Paragraph:

Organic grown tomatoes purchased at the farmers’ market are very different from tomatoes that are grown conventionally. To begin with, although tomatoes from both sources will mostly be red, the tomatoes at the farmers’ market are a brighter red than those at a grocery store. That doesn’t mean they are shinier—in fact, grocery store tomatoes are often shinier since they have been waxed. You are likely to see great size variation in tomatoes at the farmers’ market, with tomatoes ranging from only a couple of inches across to eight inches across. By contrast, the tomatoes in a grocery store will be fairly uniform in size. All the visual differences are interesting, but the most important difference is the taste. The farmers’ market tomatoes will be bursting with flavor from ripening on the vine in their own time. However, the grocery store tomatoes are often close to being flavorless. In conclusion, the differences in organic and conventionally grown tomatoes are obvious in color, size and taste.

Peer Reviewed

US-skepticism and transnational conspiracy in the 2024 Taiwanese presidential election

Article metrics.

CrossRef Citations

Altmetric Score

PDF Downloads

Taiwan has one of the highest freedom of speech indexes while it also encounters the largest amount of foreign interference due to its contentious history with China. Because of the large influx of misinformation, Taiwan has taken a public crowdsourcing approach to combatting misinformation, using both fact-checking ChatBots and public dataset called CoFacts. Combining CoFacts with large-language models (LLM), we investigated misinformation across three platforms (Line, PTT, and Facebook) during the 2024 Taiwanese presidential election. We found that most misinformation appears within China-friendly political groups and attacks US-Taiwan relations through visual media like images and videos. A considerable proportion of misinformation does not question U.S. foreign policy directly. Rather, it exaggerates domestic issues in the United States to create a sense of declining U.S. state capacity. Curiously, we found misinformation rhetoric that references conspiracy groups in the West.

Program in Quantitative Social Science, Dartmouth College, USA

Department of Political Science, University of Nevada Las Vegas, USA

Department of Computer Science, Barnard College, USA

Research Questions

• What are the misinformation narratives surrounding the election in Taiwan and how do they target international relations with the United States?
• What geographical or temporal patterns emerge from misinformation data?
• Who are the targets of these misinformation narratives and through what modalities?

Essay Summary

• We leveraged a dataset of 41,291 labeled articles from Line, 911,510 posts from Facebook, and 2,005,972 posts and comments from PTT to understand misinformation dynamics through topic modeling and network analysis.
• The primary form of misinformation is narratives that attack international relations with the United States (henceforth referred to as US-skepticism), specifically referencing the economy, health policy, the threat of war through Ukraine, and other U.S. domestic issues.
• Temporal and spatial evidence suggests VPN-based coordination, focused on U.S. issues and addresses.
• Misinformation is most common among pan-Blue and ROC identity groups on social media and is spread through visual media. These groups share many themes with conspiracy groups in Western countries.
• Our study shows the prevalence of misinformation strategies using visual media and fake news websites. It also highlights how crowdsourcing and advances in large-language models can be used to identify misinformation in cross-platform workflows.

Implications

According to Freedom House, Taiwan has one of the highest indices for free speech in Asia (Freedom House, 2022). Additionally, due to its contentious history with China, it receives significant foreign interference and misinformation, especially during its presidential elections. Due to the large influx of dis- and misinformation, Taiwan has developed many strategies to counter misleading narratives, including fact-checking ChatBots on its most popular chatroom app (Chang et al., 2020). Under this information environment, the 2024 Taiwanese presidential election emerged as one of the most divisive elections in Taiwan’s history, featuring at one point a doubling of presidential candidates in a typically two-party race, from two to four. As such, Taiwan is regarded as a “canary for disinformation” against elections in 2024, as a first indicator to how foreign interference may take place in other democracies (Welch, 2024).

In this paper, we study the misinformation ecosystem in Taiwan starting a year prior to the election. First, our findings highlight the interaction between misinformation and international relations. As was reported in The Economist and The New York Times , a considerable portion of the misinformation spread in Taiwan before the 2024 election is about US-skepticism, which aims at undermining the reputation of the United States among Taiwanese people (“China is flooding Taiwan with disinformation,” 2023; Hsu, Chien, and Myers, 2023). This phenomenon is significant because it does not target specific candidates or parties in the election but may indirectly influence the vote choice between pro- and anti-U.S. parties. Given the US-China global competition and the Russia-Ukraine ongoing conflict, the reputation of the United States is crucial for the strength and reliability of democratic allies (Cohen, 2003). Hence, it is not surprising that misinformation about the United States may propagate globally and influence elections across democracies. However, our findings surprisingly show that US-skepticism also includes a considerable number of attacks on U.S. domestic politics. Such content does not question the U.S. foreign policy but undermines the perceived reliability and state capacity of the United States. Here, s tate capacity is defined as whether a state is capable of mobilizing its resources to realize its goal, which is conceptually different from motivation and trust.

US-skepticism is commonly characterized as mistrusting the motivations of the United States, as illustrated in the Latin American context due to long histories of political influence (see dependency theory; Galeano, 1997), but our findings suggest that perceived U.S. state capacity is also an important narrative. As most foreign disinformation arises from China, this indicates a greater trend where authoritarian countries turn to sharp power tactics to distort information and defame global competitors rather than winning hearts and minds through soft power. Sharp power refers to the ways in which authoritarian regimes project their influence abroad to pierce, penetrate, or perforate the informational environments in targeted countries (Walker, 2018). In Taiwan’s case, China may not be able to tell China’s story well, but can still influence Taiwanese voters by making them believe that the United States is declining. Our findings suggest that future work analyzing the topics and keywords of misinformation in elections outside the United States should also consider the US-skepticism as one latent category, not just the politicians and countries as is common with electoral misinformation (Tenove et al., 2018). These findings are corroborated by narratives identified by a recent report including drug issues, race relations, and urban decay (Microsoft Threat Intelligence, 2024).

Additionally, our research investigates both misinformation and conspiracy theories, which are closely related. Whereas misinformation is broadly described as “false or inaccurate information” (Jerit & Zhao, 2020), a conspiracy theory is the belief that harmful events are caused by a powerful, often secretive, group. In particular, conspiracy communities often coalesce around activities of “truth-seeking,” embodying a contrarian view toward commonly held beliefs (Enders et al., 2022; Harambam, 2020; Konkes & Lester, 2017). Our findings also provide evidence of transnational similarities between conspiracy groups in Taiwan and the United States. Whereas the domestic context has been explored (Chen et al., 2023; Jerit & Zhao, 2020), the intersection of partisanship and conspiracy groups as conduits for cross-national misinformation flow deserves further investigation.

Second, our findings reemphasize that an IP address is not a reliable criterion for attributing foreign intervention.  Previous studies on Chinese cyber armies show that they use a VPN for their activities on Twitter (now X) (Wang et al., 2020) and Facebook (Frenkel, 2023). Commonly known as the Reddit of Taiwan, PTT is a public forum in Taiwan that by default contains the IP address of the poster. Our analysis of PTT located a group of accounts with US IP addresses that have the same activity pattern as other Taiwan-based accounts. Therefore, it is likely that these accounts use VPN to hide their geolocation. Our results provide additional evidence that this VPN strategy also appears on secondary and localized social media platforms. Our results suggest that the analysis of the originating location of misinformation should not be based entirely on IP addresses.

Third, our findings show that text is far from the only format used in the spread of misinformation. A considerable amount of misinformation identified on Facebook is spread through links (47%), videos (21%), and photos (15%). These items may echo each other’s content or even feature cross-platform flow. Proper tools are needed to extract and juxtapose content from different types of media so that researchers can have a holistic analysis of the spread and development of misinformation (Tucker et al., 2018). Such tools are urgent since mainstream social media has adopted and highly encouraged short videos—a crucial area for researchers to assess how misinformation spreads across platforms in the upcoming year of elections. This understanding is also important for fact-check agencies because they must prepare for collecting and reviewing information on various topics found in multiple media types across platforms. Crowdsourcing, data science, expert inputs, and international collaboration are all needed to deal with multi-format misinformation environments.

With prior studies showing that the aggregated fact checks (known as wisdom of the crowds) perform on par with expert ratings (see Arechar et al., 2023; Martel et al., 2023), our case study also evidences how crowdsourcing and LLM approaches can not only quickly fact-check but also summarize larger narrative trends. In Taiwan, this takes form of the CoFacts open dataset, which we use to identify misinformation narratives. CoFacts is a project initiated by g0v (pronounced “gov zero”), a civic hacktivism community in Taiwan that started in 2012. CoFacts started as a fact-checking ChatBot that circumvents the closed nature of chatroom apps, where users can forward suspicious messages or integrate the ChatBot into private rooms. These narratives are then sent to a database. Individual narratives are subsequently reviewed by more than 2,000 volunteers, including teachers, doctors, students, engineers, and retirees (Haime, 2022). As a citizen-initiated project, it is not affiliated with any government entity or party.

Crucially, these reviews provide valuable labels that are used to train AI models and fine-tune LLMs. The dataset is available open source on the popular deep-learning platform HuggingFace. Just as AI and automation can be used to spread misinformation (Chang, 2023; Chang & Ferrara, 2022; Ferrara et al., 2020; Monaco & Woolley, 2022), it can also help combat “fake news” through human-AI collaboration.

Finding 1: The primary form of misinformation  is narratives that attack international relations with the United States (henceforth referred to as US-skepticism), specifically referencing the economy, health policy, the threat of war through Ukraine, and other U.S. domestic issues.

The status quo between China and Taiwan is marked by Taiwan’s self-identification as a sovereign state, which is in contrast to China’s view of Taiwan as part of its territory under the “One China” policy. As brief context, China has claimed Taiwan as its territory since 1949, but the United States has helped maintain the status quo and peace after the outbreak of the Korean War in 1950. After democratization in 1987, Taiwan’s politics have been dominated by a clear blue-green division. The blue camp is led by Kuomintang (Nationalist Party, KMT hereafter), the founding party of the Republic of China (ROC, the formal name of Taiwan’s government based on its constitution) who was defeated by the People’s Republic of China (PRC) and retreated to Taiwan in 1949. The green camp is led by the Democratic Progressive Party (DPP), which pursues revising the ROC Constitution and changing the country’s name to Taiwan. The political cleavage between the blue and green camps is dictated by Taiwan’s relationship with the PRC and the United States. The blue camp’s position is that the PRC and ROC are under civil war but belong to the same Chinese nation, and thus the blue camp appreciates military support from the United States while enhancing economic and cultural cooperation with the PRC. The green camp believes that the necessary conditions for Taiwan to be free and independent are to stand firmly with the United States and maintain distance from the PRC. After 2020, the two major camps’ insufficient attention to domestic and social issues caused the rise of nonpartisans and a third party, the Taiwan People’s Party (TPP or the white camp), which strategically avoids discussing foreign policies. In the 2024 election, the ruling DPP party (green) was reelected with 40% of votes for the third consecutive presidency (from 2016 to 2028), while KMT (blue) and TPP (white) received 33% and 26% of votes, respectively.

The U.S. “One China” policy since 1979 indicates that the United States opposes any change to the status quo unless it is solved peacefully. This has motivated the PRC to persuade Taiwanese citizens to support unification using misinformation targeted at China-friendly political groups, as the cost of unification would be greatly reduced if sufficient Taiwanese citizens opposed U.S. military intervention. This history between the United States and Taiwan serves as the foundation of US-skepticism. In the literature, US-skepticism in Taiwan is composed of two key psychological elements: trust and motivation (Wu & Lin, 2019; Wu, 2023). First, many Taiwanese no longer trust the United States after the United States switched diplomatic ties from Taiwan (ROC) to the PRC in 1979. Many blue-camp supporters doubt the commitment of the United States to send troops should China invade, per the Taiwan Relations Act (Wu & Lin, 2019). Second, Taiwanese citizens question Taiwan’s role as a proxy in a potential war with China instead of sincerely protecting democracy and human rights in Taiwan (Wu, 2023).

The CoFacts dataset contains 140,314 articles submitted by Line users, which are then fact-checked by volunteers as rumor (47%), not a rumor (21%), not an article (19%), and opinion (13%). Here, rumor is synonymous with misinformation. Using the CoFacts dataset, we trained a BERTopic model to identify 34 forms of misinformation and then ranked them by their overlap with the word “elections” in Mandarin Chinese (George & Sumathy, 2023; Nguyen et al., 2020). Table 1 shows the top nine narratives.

Many of these narratives are directly related to political parties or the democratic process. For instance, the highest-ranked topic is attacking the incumbent party (the DPP) at 18.1%, which contains 2,371 total posts. The subsequent misinformation topics focus on policy issues and specific narratives—international relations, issues of marriage and birth rate, vaccines, nuclear energy, biometrics, egg imports, and the war in Ukraine. These are known cleavage issues and overlap with the eight central concerns during the election cycle—economic prosperity, cross-strait affairs, wealth distribution, political corruption, national security, social reform/stability, and environmental protection (Achen & Wang, 2017; Achen & Wang, 2019; Chang & Fang, 2023).

We focus on the third type of misinformation, which is the relationship between Taiwan, the United States, and China. US-skepticism is not only the largest at 10,826 individual posts, but one flagged by journalists, policymakers, and politicians as one of the most crucial themes. This is a relatively new phenomenon in terms of proportion, which aims to sow distrust toward the United States (“China is flooding Taiwan with disinformation,” 2023). In contrast, questioning the fairness of process (i.e. ballot numbers) and policy positions (i.e. gay marriage) are common during elections. However, US-skeptical misinformation diverges in that there is no explicit political candidate or party targeted. By sampling the topic articles within this category and validating using an LLM-summarizer through the ChatGPT API, we identified three specific narratives:

(a) The United States and the threat of war: Ukraine intersects frequently in this topic, with videos of direct military actions. Example: “Did you hear former USA military strategist Jack Keane say the Ukrainian war is an investment. The USA spends just $66,000,000,000 and can make Ukraine and Russia fight…  Keane then mentions Taiwan is the same, where Taiwanese citizens are an ‘investment’ for Americans to fight a cheap war. The USA is cold and calculating, without any actual intent to help Taiwan!”

(b) Economic atrophy due to fiscal actions by the United States: These narratives focus on domestic policy issues in Taiwan such as minimum wage and housing costs. Example: “The USA printed 4 trillion dollars and bought stocks everywhere in the world, including Taiwan, and caused inflation and depressed wages. Be prepared!”

(c) Vaccine supply and the United States: While some narratives focus on the efficacy of vaccines, several describe the United States intentionally limiting supply during the pandemic. Example: “Taiwanese Dr. Lin is a leading scientist at Moderna, yet sells domestically at $39 per two doses, $50 to Israel. Taiwan must bid at least $60! The United States clearly does not value Taiwan.”

These narratives reveal a new element to US-skepticism: state capacity. As previously mentioned, state capacity is defined as whether a state is capable of mobilizing its resources to realize its goal. The Ukraine war and vaccine supply narratives both question the United States’ motivations in foreign policies and perceived trustworthiness. Meanwhile, the economic atrophy narrative is based on the United States’ domestic budgetary deficit and downstream impact on Taiwanese economy. These narratives frame U.S. state capacity as declining and imply that the United States could no longer realize any other commitment due to its lack of resources and capacity. The goal of such a narrative is to lower the Taiwanese audience’s belief that the United States will help. But such a narrative does not include keywords of its target group (e.g., Taiwan) nor the PCR’s goal (e.g., unification) and only works through framing and priming as an example of sharp power. 

The specific focus of misinformation narratives related to the United States is composed of Ukraine (28.8%), the economy and fiscal policies (33.1%), technology (25.2%), and vaccine supply (9.9%). Misinformation related to state capacity takes up approximately 52.4%, more than half of all narratives (see Figure A1, part a in the Appendix). In all narratives, political parties are only referenced 27.8% of the time with the DPP the primary target (26.2%), which is almost half of the proportion for state capacity. China is only mentioned in tandem with the United States in 38.4% of the posts (see Figure A1, part b in the Appendix).

Finding 2: Temporal and spatial evidence suggests VPN-based coordination, focused on U.S. issues and addresses.

Once we identified the top misinformation narratives using Line, we investigated information operations or coordination. Line is one of Taiwan’s most popular communication apps featuring chatrooms (similar to WhatsApp), with 83% usage. One limitation of Line is that although we can analyze message content, Line chatrooms can be seen as conversations behind “closed doors”—platforms cannot impose content moderation and researchers have no access to the users themselves nor to the private chatroom in which users engage with misinformation (Chang et al., 2020). PTT, on the other hand, provides a public forum-like environment in which users can interact. Figure 1 shows the co-occurrence network of users who post comments under the same forum. Each circle (node) represents a user who posts on PTT. If two users make mutual comments on more than 200 posts, then they are connected (form a tie). Intuitively, this means if two users are connected or “close” to each other by mutual connections, then they are likely coordinating or have extremely similar behaviors. The placement of the users reflects this and is determined by their connections.

Using the Louvain algorithm (Traag, 2015), a common method to identify communities on social networks, five communities emerged from our dataset. Each community is colored separately, with clear clusters, except for teal which is more integrated. In particular, the yellow cluster is significantly separate from the others. This means they share significant activity amongst their own community, but less so with other communities. This suggests premeditated coordination rather than organic discussion, as the users would have to target the same post with high frequency. Prior studies have shown analyzing temporal patterns can provide insight into information operations. Specifically, overseas content farms often follow a regular cadence, posting content before peak hours in Taiwan on Twitter (Wang et al., 2020) and YouTube (Hsu & Lin, 2023).

To better understand the temporal dynamics on PTT, we plotted the distribution of posts and comments over a 24-hour period. Specifically, we focused on the top two countries by volume—Taiwan and the United States. Figure 2, part a shows the time of posting. Taiwan’s activity increases from 6 in the morning until it peaks at noon (when people are on lunch break), then steadily declines into the night. In contrast, posts from the United States peak at midnight and 8 a.m. Taipei time, which corresponds to around noon and 8 p.m. in New York, respectively. This provides an organic baseline as to when we might expect people to post.

However, in Figure 2, part b, while the distribution for Taiwan (blue) remains unchanged, the peak for the United States (orange) occurs at the same time as Taiwan. One explanation is that users are responding to posts in Taiwan. The second is that users in Asia—potentially China—are using a VPN to appear as if they are in the United States. This coincides with a report by Meta Platforms that found large numbers of CCP-operated Facebook accounts and subsequently removed them (Frenkel, 2023).

The more curious issue is when considering the activity of the yellow group from Figure 1, the temporal pattern (green) shows a sharp increase in activity at 10 a.m., which then coincides with both the peaks for Taiwan (12) and the United States (22). The sudden burst of activity is consistent with prior findings on content farms from China, where posting behavior occurs when content farm workers clock in regularly for work (Wang et al., 2020). While it is difficult to prove the authenticity of these accounts, the structural and temporal aspects suggest coordination. Figure A2 in the appendix shows further evidence of coordination through the frequency distribution of counts for co-occurring posts. For the US-based group, a distribution akin to a power law appears, commonly found within social systems (Adamic & Huberman, 2000; Chang et al., 2023; Clauset et al., 2009). In contrast, the coordinated group features a significantly heavier tail, with a secondary, “unnatural,” peak at around 15 co-occurrences.

To better understand the content of these groups, Table A1 shows the summary of comments of each group and the originating post, using a large-language model for abstractive summarization (see Methods). We report the top points for comments and posts in Table A1. The coordinated community focuses on businessman Terry Gou, who considered running as a blue-leaning independent. The comments attack the incumbent DPP and their stance toward foreign policy. One popular post features President Tsai’s controversial meeting with Kevin McCarthy, then the Speaker of the U.S. House of Representatives. When a journalist asked McCarthy if he would “invite President Tsai to Congress… or… Washington,” McCarthy replied, “I don’t have any invitation out there right now. Today we were able to meet her as she transits through America, I thought that was very productive.” While this was positively framed, the title of the post itself was translated as “McCarthy will not invite Tsai to the United States” (Doomdied, 2023). This takes on a common tactic in misinformation where statements are intentionally distorted to produce negative framings of a particular candidate.

Comments from U.S. IP addresses between 11 a.m. and 2 p.m. focus on the potential alliance between the KMT and TPP. These posts are KMT-leaning with criticism toward both Lai and Ko, who are two oppositional candidates to the KMT. Some users argue that while the Chinese Communist Party (CCP) is a negative force, the United States is not automatically a positive force, as the United States does not explicitly support Taiwan’s international recognition or economic integration. In general, both posts and comments express that Taiwan should not rely too heavily on either China or the United States. This echoes the element of trust in the US-skepticism from the historical experience between ROC and the United States.

Both the U.S.-based and coordinated groups appear as blue-leaning audiences. What differentiates the first and second case is clear evidence of misinformation in the former through inaccurate framing. While US-skepticism may be a valid political stance, if the ambient information environment contains inaccurate information, then the democratic deliberative process is at risk. The case of US-skepticism is also one where stance and truth-value are often conflated, which may influence the process of voter deliberation.

Finding 3: Misinformation is most common among pan-Blue and ROC identity groups on social media and is spread through visual media. These groups share themes with conspiracy groups in Western countries.

Lastly, we considered the groups in which misinformation is common and the way misinformation is delivered. To do so, we queried CrowdTangle using the titles and links from the CoFacts dataset specific to US-Taiwan relations. This yielded 4,632 posts from public groups. Table 2 shows the groups ranked by the total number of misinformation articles identified.

There are two themes to these groups. First, they are often pan-Blue media outlets ( CTI News ), politician support groups ( Wang Yo-Zeng Support Group ), and ROC national identity groups ( I’m an ROC Fan ). The second type is somewhat unexpected but extremely interesting; it consists of groups that espouse freedom of speech ( Support CTI News and Free Speech ) and truth-seeking ( Truth Engineering Taiwan Graduate School ), topics often regarded as conspiracies. These topics are reminiscent of those in the West, such as the rhetoric around “fake news” and “truthers,” and paint a transnational picture of how misinformation coalesces. The second largest group is Trump for the World , which supports a politician known to court conspiracy theory groups such as QAnon. These groups also serve as the “capacity” element of US-skepticism, implying that the United States is in trouble for its domestic issues and is not a reliable partner to Taiwan. Furthermore, these groups have sizable followings—ranging from 8,279 to 43,481. We show the mean, as the total number of members fluctuated over our one-year period.

Lastly, we found that the majority of misinformation contains some form of multimedia, such as video (36%) or photos (15%), as shown in Figure 3, part a. Only 1% is a direct status. This may be due to CrowdTangle not surfacing results from normal users, but the ratio of multimedia to text is quite high. This aligns with extant studies showing the growth of multimodal misinformation (Micallef et al., 2022) and also user behavior in algorithm optimization (Chang et al., 2022; Dhanesh et al., 2022; Pulley, 2020)—posts with multimedia tend to do better than posts with only text.

Moreover, 47% contain a URL. Figure 3, part b shows one of the top domains containing misinformation (beyondnews852.com) after filtering out common domains such as YouTube. The site is named “Beyond News Net” and is visually formatted like a legitimate news site to increase the perceived credibility of information (Flanagin & Metzger, 2007; Wölker & Powell, 2021). The ability to rapidly generate legitimate-looking news sites as a tactic for misinformation may become a challenge for both media literacy and technical approaches to fight misinformation.

We utilized three unique misinformation datasets—Line, Facebook, and PTT—with dates between 01/12/2023 and 11/10/2023. The CoFacts dataset includes 140,193 received messages, 96,432 that have been labeled as misinformation, facts, opinion, or not relevant. Of this, 41,564 entries are misinformation. The CoFacts dataset is not only methodologically useful but exemplifies a crowd-sourced approach to fact-checking misinformation as an actual platform intervention. Moreover, it is public and transparent, allowing for replicability. Using a subset of articles and posts containing misinformation, we trained a topic model using BERTopic (Grootendorst, 2022). On a high level, using BERTopic involves five steps: 1) extract embeddings using a sentence transformer, 2) reduce dimensionality, 3) cluster reduced embeddings, 4) tokenize topics, and 5) create topic representation.

We conducted several trials, experimenting with parameters such as different sentence transformer models and minimum cluster sizes for the HDBSCAN clustering algorithm. The model used to extract topics for this paper utilized paraphrase-multilingual-MiniLM-L12-v2 for our sentence embedding model (Reimers & Gurevych, 2019), had a minimum cluster size of 80 for the clustering algorithm, and used tokenize_zh for our tokenizer. Our model yielded 34 topics. We also trained a model based on latent-Dirichlet allocation (LDA) (Blei et al., 2003), but found the BERTopic results to be more interpretable. We then labeled all messages to indicate whether they included reference to the election or not, and ranked the topics by their election-related percentage to measure electoral salience. For our subsequent analysis, we focused on topic 3 (see Table 1), which captures general discourse about the relations between the United States, China, and Taiwan.

The Facebook dataset was extracted using CrowdTangle. We queried posts containing links and headlines from topic 3. We also cross-sectioned these links and headlines with a general election-based dataset with 911,510 posts. This yielded a total of 4,632 of posts shared on public Facebook groups and 227,125 engagements. Due to privacy concerns, it is not possible to obtain private posts from users on their own Facebook timelines, private groups, or messages. However, public groups are a good proxy for general discourse, in addition to providing ethnic or partisan affiliations via their group name (Chang & Fang, 2023). In other words, while CoFacts provides the misinformation narratives, Facebook public groups give insight into the targets of misinformation.

Lastly, we scraped PTT using Selenium. Commonly known as the Reddit of Taiwan, PTT is unique in that it contains the IP address of the poster, though this could be shrouded by proxy farms or VPNs. First, we scraped all posts that contained reference to the United States and the election, which yielded 22,576 posts and 1,983,396 comments, all with IP addresses, addresses provided by PTT, and the time of posting. We expanded the scope of this analysis as we were interested in the general discourse directly related to the United States, and the geospatial and temporal patterns that arose. 

Due to the large amount of data, there are three general approaches we could have taken—local extractive summarization with LLMs, local abstractive summarization with LLMs, and server-based abstractive summarization (such as ChatGPT). Local extractive summarization is a method that embeds each of the input sentences and then outputs five of the most representative sentences. However, this approach is often too coarse, as it returns sentences with the highest centrality but does not summarize general themes across all the different comments or posts. On the other hand, abstractive summarization works by considering the entire context by ingesting many documents and then summarizing across them. This provides a more generalized characterization of key themes. However, the input size is the primary bottleneck as large-language models can only ingest so many tokens (or words), which also need to be held in memory—the case for our project, as we are summarizing more than 10,000 posts.

To circumvent these issues, we sampled the maximum number of posts or comments that could fit within 16,000 tokens and then made a query call using the ChatGPT API. This provided a summary based on a probabilistic sample of the posts and comments.

• / Elections

Cite this Essay

Chang, H. C. H., Wang, A. H. E., & Fang Y. S. (2024). US-skepticism and transnational conspiracy in the 2024 Taiwanese presidential election. Harvard Kennedy School (HKS) Misinformation Review . https://doi.org/10.37016/mr-2020-144

Bibliography

Achen, C. H., & Wang, T. Y. (2017). The Taiwan voter . University of Michigan Press. https://doi.org/10.3998/mpub.9375036

Achen, C. H., & Wang, T. Y. (2019). Declining voter turnout in Taiwan: A generational effect? Electoral Studies , 58 , 113–124. https://doi.org/10.1016/j.electstud.2018.12.011

Adamic, L. A., & Huberman, B. A. (2000). Power-law distribution of the World Wide Web. Science, 287 (5461), 2115–2115. https://www.science.org/doi/10.1126/science.287.5461.2115a

Arechar, A. A., Allen, J., Berinsky, A. J., Cole, R., Epstein, Z., Garimella, K., Gully, A., Lu, J. G., Ross, R. M., Stagnaro, M. N., Zhang, Y., Pennycook, G., & Rand, D. G. (2023). Understanding and combatting misinformation across 16 countries on six continents. Nature Human Behaviour , 7 (9), 1502–1513. https://doi.org/10.1038/s41562-023-01641-6

Blei, D. M., Ng, A. Y., & Jordan, M. I. (2003). Latent Dirichlet allocation. Journal of Machine Learning Research, 3, 993–1022. https://dl.acm.org/doi/10.5555/944919.944937

Chang, H.-C. H. (2023). Nick Monaco and Samuel Woolley, Bots. [Review of the book Bots , by N. Monaco, & S. Woolley]. International Journal of Communication ,  17 , 3.

Chang, H.-C. H., & Fang, Y. S. (2024). The 2024 Taiwanese Presidential Election on social media: Identity, policy, and affective virality. PNAS Nexus, 3 (4). https://doi.org/10.1093/pnasnexus/pgae130

Chang, H.-C. H., & Ferrara, E. (2022). Comparative analysis of social bots and humans during the COVID-19 pandemic. Journal of Computational Social Science , 5, 1409–1425. https://doi.org/10.1007/s42001-022-00173-9

Chang, H.-C. H., Haider, S., & Ferrara, E. (2021). Digital civic participation and misinformation during the 2020 Taiwanese presidential election. Media and Communication, 9 (1), 144–157. https://doi.org/10.17645/mac.v9i1.3405

Chang, H.-C. H., Harrington, B., Fu, F., & Rockmore, D. N. (2023). Complex systems of secrecy: The offshore networks of oligarchs. PNAS Nexus, 2 (4), pgad051. https://doi.org/10.1093/pnasnexus/pgad112

Chang, H.-C. H., Richardson, A., & Ferrara, E. (2022). #JusticeforGeorgeFloyd: How Instagram facilitated the 2020 Black Lives Matter protests. PLOS ONE , 17 (12), e0277864. https://doi.org/10.1371/journal.pone.0277864

China is flooding Taiwan with disinformation. (2023, September 26). The Economist . https://www.economist.com/asia/2023/09/26/china-is-flooding-taiwan-with-disinformation

Clauset, A., Shalizi, C. R., & Newman, M. E. (2009). Power-law distributions in empirical data. SIAM Review, 51 (4), 661–703. https://doi.org/10.1137/070710111

Dhanesh, G., Duthler, G., & Li, K. (2022). Social media engagement with organization-generated content: Role of visuals in enhancing public engagement with organizations on Facebook and Instagram. Public Relations Review , 48 (2), 102174. https://doi.org/10.1016/j.pubrev.2022.102174

Doomdied. (2023, April 6). [Hot Gossip] McCarthy: Will not invite President Tsai to congress or DC . PTT. https://disp.cc/b/Gossiping/fXNG

Enders, A., Farhart, C., Miller, J., Uscinski, J., Saunders, K., & Drochon, H. (2022). Are Republicans and conservatives more likely to believe conspiracy theories? Political Behavior , 45 , 2001–2024. https://doi.org/10.1007/s11109-022-09812-3

Ferrara, E., Chang, H., Chen, E., Muric, G., & Patel, J. (2020). Characterizing social media manipulation in the 2020 US presidential election. First Monday, 25 (11). https://doi.org/10.5210/fm.v25i11.11431

Flanagin, A. J., & Metzger, M. J. (2007). The role of site features, user attributes, and information verification behaviors on the perceived credibility of web-based information. New Media & Society , 9 (2), 319–342. https://doi.org/10.1177/1461444807075015

Freedom House (2022). Freedom index by country. https://freedomhouse.org/countries/freedom-world/scores

Frenkel, S. (2023, August 29). Meta’s “biggest single takedown” removes Chinese influence campaign. The New York Times . https://www.nytimes.com/2023/08/29/technology/meta-china-influence-campaign.html

Galeano, E. H., & Galeano, E. (1997). Open veins of Latin America: Five centuries of the pillage of a continent. NYU Press.

George, L., & Sumathy, P. (2023). An integrated clustering and BERT framework for improved topic modeling. International Journal of Information Technology , 15 (4), 2187–2195. https://doi.org/10.1007/s41870-023-01268-w

Grootendorst, M. (2022). BERTopic: Neural topic modeling with a class-based TF-IDF procedure . arXiv. https://doi.org/10.48550/arXiv.2203.05794

Haime, J. (2022, September 19). Taiwan’s amateur fact-checkers wage war on fake news from China. Al Jazeera . https://www.aljazeera.com/economy/2022/9/19/taiwan

Harambam, J. (2020). Contemporary conspiracy culture: Truth and knowledge in an era of epistemic instability . Routledge.

Hsu, L.-Y., & Lin, S.-H. (2023). Party identification and YouTube usage patterns: An exploratory analysis. Taiwan Politics. https://taiwanpolitics.org/article/88117-party-identification-and-youtube-usage-patterns-an-exploratory-analysis

Hsu, T., Chien, A. C., & Myers, S. L. (2023, November 26). Can Taiwan continue to fight off Chinese disinformation? The New York Times . https://www.nytimes.com/2023/11/26/business/media/taiwan-china-disinformation.html

Jerit, J., & Zhao, Y. (2020). Political misinformation. Annual Review of Political Science , 23 (1), 77–94. https://doi.org/10.1146/annurev-polisci-050718-032814

Konkes, C., & Lester, L. (2017). Incomplete knowledge, rumour and truth seeking. Journalism Studies , 18 (7), 826–844. https://doi.org/10.1080/1461670X.2015.1089182

Martel, C., Allen, J., Pennycook, G., & Rand, D. G. (2023). Crowds can effectively identify misinformation at scale. Perspectives on Psychological Science, 19 (2), 316–319. https://doi.org/10.1177/17456916231190388

Micallef, N., Sandoval-Castañeda, M., Cohen, A., Ahamad, M., Kumar, S., & Memon, N. (2022). Cross-platform multimodal misinformation: Taxonomy, characteristics and detection for textual posts and videos. Proceedings of the International AAAI Conference on Web and Social Media , 16 , 651–662. https://doi.org/10.1609/icwsm.v16i1.19323

Microsoft Threat Intelligence (2024). Same targets, new playbooks: East Asia threat actors employ unique methods. Microsoft Threat Analysis Center. https://www.microsoft.com/en-us/security/security-insider/intelligence-reports/east-asia-threat-actors-employ-unique-methods

Monaco, N., & Woolley, S. (2022). Bots . John Wiley & Sons.

Nguyen, D. Q., Vu, T., & Nguyen, A. T. (2020). BERTweet: A pre-trained language model for English Tweets . arXiv. http://arxiv.org/abs/2005.10200

Pulley, P. G. (2020). Increase engagement and learning: Blend in the visuals, memes, and GIFs for online content. In Emerging Techniques and Applications for Blended Learning in K-20 Classrooms (pp. 137–147). IGI Global.

Reimers, N., & Gurevych, I. (2019). Sentence-BERT: Sentence embeddings using Siamese BERT-networks . arXiv. https://doi.org/10.48550/arXiv.1908.10084

Traag, V. A. (2015). Faster unfolding of communities: Speeding up the Louvain algorithm. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics , 92 (3), 032801. https://doi.org/10.1103/PhysRevE.92.032801

Walker, C. (2018). What Is “Sharp Power”? Journal of Democracy, 29 (3) , 9–23. https://doi.org/10.1353/jod.2018.0041

Wang, A. H.-E., Lee, M.-C., Wu, M.-H., & Shen, P. (2020). Influencing overseas Chinese by tweets: text-images as the key tactic of Chinese propaganda. Journal of Computational Social Science, 3 (2), 469–486. https://doi.org/10.1007%2Fs42001-020-00091-8

Welch, D. (2024, January 19). Taiwan’s election: 2024’s canary in the coal mine for disinformation against democracy. Alliance For Securing Democracy. https://securingdemocracy.gmfus.org/taiwans-election-2024s-canary-in-the-coal-mine-for-disinformation-against-democracy/

Wölker, A., & Powell, T. E. (2021). Algorithms in the newsroom? News readers’ perceived credibility and selection of automated journalism. Journalism , 22 (1), 86–103. https://doi.org/10.1177/1464884918757072

Wu, A. (2023). To reassure Taiwan and deter China, the United States should learn from history. Bulletin of the Atomic Scientists, 79 (2), 72–79. https://doi.org/10.1080/00963402.2023.2178174

Wu, C. L., & Lin, A. M. W. (2019). The certainty of uncertainty: Taiwanese public opinion on US–Taiwan relations in the early Trump presidency. World Affairs, 182 (4), 350–369.

No funding has been received to conduct this research.

Competing Interests

The authors declare no competing interests.

No human subjects were included in this study.

This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided that the original author and source are properly credited.

Data Availability

All materials needed to replicate this study are available via the Harvard Dataverse: https://doi.org/10.7910/DVN/5SPGDY . The Cofacts database is available on HuggingFace and Facebook via CrowdTangle per regulation of Meta Platforms.

Acknowledgements

H. C. would like to thank Brendan Nyhan, Sharanya Majumder, John Carey, and Adrian Rauschfleish for their comments. H. C. would like to thank the Dartmouth Burke Research Initiation Award.

All authors contributed equally.