BBA

JBBA Announces Best Research Papers of 2021

The Journal of the British Blockchain Association is pleased to announce the  Best Research Papers of 2021  (papers published during the period 20 November 2020 – 20 November 2021).

This recognition by the journal’s Editorial Board acknowledges outstanding contributions made by the authors in advancing excellence in Blockchain research. Reading high-quality research is an important way for policymakers, academics, and other stakeholders to remain informed, and benefit from evidence-based, peer-reviewed knowledge. The award recognises papers that:

1 . Are likely to influence future thinking 2. Have made significant contributions to DLT/ Blockchain or Cryptocurrencies, as measured by scholarly and societal impact metrics, downloads, article views, engagement on social media (Alternative metrics) or citation in policy documents 3. Are discussed at high-impact conferences and events, cited, referenced or quoted by policymakers, influencers or thought-leaders in the field

Best Paper Winners are awarded in the following categories:

Computer Science, Cybersecurity or Cryptography:

“Investment Compliance in Hedge Funds using Zero Knowledge Proofs”, by Komal Kalra and Professor Sandeep Shukla of Indian Institute of Technology, Kanpur, India ( READ )

“Identity of Things: Applying concepts from Self Sovereign Identity to IoT devices” By Professor Tim Weingaertner et al of Lucerne University of Applied Sciences, Switzerland ( READ )

Crypto-economics or Blockchain Economics:

“Principles of Natural Resource Economics for Bitcoin” By Professor Prateek Goorha of Bridgewater State University, USA ( READ )

“Blockchain is dead! Long live Blockchain!” By Dr Joshua Ellul of University of Malta ( READ )

Blockchain for Social/ Life Sciences or Public Good:

“The Relation between Tokens and Blockchain Networks: The Case of Medical Tourism in the Republic of Moldova” by Professor Marc Pilkington of Epoka University, Albania ( READ )

Blockchain for Business, Enterprise or Corporations:

“Strategic Value Creation through Enterprise Blockchain”, By Professor Kristi Yuthas et al of Portland State University, USA ( READ )

“Industrial Symbiosis Networks in Greece: Utilising the Power of Blockchain-based B2B Marketplaces” by Professor Stavros T Ponis of National Technical University of Athens, Greece ( READ )

Digital Assets/ Tokens, Banking or Finance:

“Blockchain Network as a Platform: Conceptualising its Adapted Layered Architecture Design” By Runyu Shi of University of Warwick, UK ( READ )

“ITO: The Sponsored Token Technology”, By Tianqi Cai and Professor David LEE Chuen et.al of Institute of Smart Commerce, China and SUSS, Singapore ( READ )

___________________

best research papers 2021

Alastair, 11/12/2021 @ 4:49 pm Reply

Some solid papers there!

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Best Research Paper Award

Previous years, 2021 winner, 2020 winner, 2019 winner, 2018 winner, 2017 winner, 2016 joint winners, 2015 winner.

best research papers 2021

The 10 Best Ecommerce Research Papers From 2022

best research papers 2021

High inflation and recession forecasts may be painting a bleak picture of the economy as we’re entering into 2023. But looking at the remarkable volume and quality of scientific research published in Ecommerce AI over the past year can give brands and retailers plenty of hope. 

Digital leaders can use investments in cutting-edge AI through the recession to deliver growth and pursue profitability and repeatable financial benefits. But not all AI is created equal — understanding what the latest developments in the field are is pivotal to prioritize and select the right investments. 

To catch you up, we have prepared this curated list of the best papers published over the past year.

1. “Does it come in black?” CLIP-like models are zero-shot recommenders

Ecommerce pros will recognize the McKinsey research that found 35% of what consumers purchase on Amazon was driven by product recommendations. Recently, Amazon has replaced those recommendations with lists of ads — but this doesn’t mean recommendations have lost their power. If you’re looking to deliver a better customer experience and maximize profitability, you should look into gradient recommendations.

The result of a fruitful collaboration between Coveo AI, FARFETCH, and Università Bocconi, the first paper in our list was presented at ECNLP5 at ACL2022 and introduced a new type of recommender system in the context of ecommerce , namely gradient recommendations. 

Gradient recommendations attempt to suggest products that are closely related to an item under consideration but with a varying attribute such as color or heel height. Given an item (like a pair of trousers), can we find something in the same style, but “shorter” or “darker” ?

A graphic illustrates the concept of gradient recommendations.

These product recommendations mimic real-life shopping experiences, where shoppers ask sales associates for products that are similar – but different along a specific important attribute.

Here is a demo of this on github . To learn more about all the relevant use cases for eEcommerce recommendations, we also recommend reading our recent ebooks on the Ecommerce Recommendations Periodic Table . 

2. Shopping Queries Dataset: A Large-Scale ESCI Benchmark for Improving Product Search 

Most frequent e-shopping queries are easy to solve with standard state-of-the-art search engine techniques – and result in near-perfect results. Yet, ecommerce profitability is the elephant in the room that’s taking up more space by the day — clearly there are better ways to serve up results that benefit both customers and businesses. 

This paper authored by Amazon’s researchers and published at KDD , introduces and contextualizes the release of difficult, long-form shopping queries dataset – and the related KDDCup 2022 challenge focused on improving product search. 

This is an important contribution and challenge. This multilingual dataset encompasses difficult queries like negations (e.g., ‘energy bar without nuts’), parse patterns (e.g., gluten free english biscuits’), and price patterns, among others. 

For each query, the dataset provides a list of up to 40 potentially relevant results, together with ESCI relevance judgements (Exact, Substitute, Complement, Irrelevant) indicating the relevance of the product to the query. Each query-product pair is accompanied by additional information. 

We praise the initiative of releasing datasets and we ourselves have released datasets to foster innovation in the past years ( here and here ). 

While delivering relevant search results for complex, long queries is critical (i.e., neglecting the long tail often means leaving plenty of dollars on the table), the overwhelming majority of search queries in ecommerce are short, broad, ambiguous, and underspecified, meaning that there aren’t enough linguistic elements to return results that are fully relevant to a shoppers’ intent. 

[ Research from the Nielsen Norman Group shows the average number of characters is 20.5 for webwide searches. Meanwhile, about 30-40% of ecommerce customers start a shopping session with broad queries like “mens tops”, “nike,” or “handbags.”]

Short head queries provide very limited information about what shoppers are really looking to buy. Does a shopper typing in “shoes” want running shoes, and how do you determine that just from a single word? Does a search for “jacket” mean a winter or a summer jacket, which are completely different yet both relevant sets of products? 

This is why here at Coveo we also have focused on a cognitive search approach that guarantees that we can deliver relevant search experiences for long queries, and also highly meaningful results for broad and ambiguous ones. 

3. Spelling Correction using Phonetics in E-commerce Search

With more ecommerce searches happening on mobile devices, it’s no surprise that there’s been an increase in needing to serve up results even for misspelled queries. While most misspellings are just misreading or hitting a button twice, there’s a critically overlooked area: phonetic errors . 

Failure to accommodate typos leads to poor user experience, zero-result pages and missed revenue opportunities. Presented at ECNLP this year, Amazon’s AI Lab suggests solutions for this ongoing issue. 

The English words “blutut sant sistam” mumbled into the speaker of the phone has a similar pronunciation (but nonetheless inaccurate in spelling) of “bluetooth sound system.” 

The authors find that this type of spelling error dominates in multiple ecommerce markets with various languages, existing mostly on generic item terms (e.g., “nacklesh” vs. “necklace”) and brand terms (e.g., “scalkendy” vs. “skullcandy”). In this work, the authors present a generalized spelling correction system integrating phonetics to address phonetic errors in ecommerce search. 

At Coveo, we agree that typo-correction is a foundational capability that an ecommerce search engine should master. If retailers and brands are unsure as to whether their search is competitive enough, they may get in touch with Coveo and request a site assessment : our strategists and ecommerce experts will audit your capabilities for free. 

4. Session-based Recommendation with Dual Graph Networks 

Since the majority of ecommerce shoppers are anonymous, the ability to offer personalization and recommendations with little information is critical. This is where session-based capabilities become very important. 

A paper presented at the DL4SR workshop hosted at CIKM 2022 focuses on session-based recommendation models, which use the implicit temporal feedback of users such as clicks obtained by tracking user activities. 

Two key premises of this contribution are that 1) session-based recommendations are a critical use case in ecommerce and 2) deep learning models have achieved state-of-the-art performance in session-based recommendation . Based on these, the paper then offers a novel session-based recommendation model supposed to perform remarkably well. 

At Coveo, we agree on both premises. In fact, our researchers have used an approach based on product embeddings to deliver 1:1 personalized recommendations . Product embeddings have actually become a cornerstone for a considerable amount of machine learning models by ecommerce innovators and rely on deep neural networks. They have been used by the companies that are investing the most in AI innovation, such as Amazon , Walmart , Pinterest , Yahoo , Alibaba , Microsoft , Criteo , and Coveo . 

An illustration shows how product embeddings help recommendations to  deliver 1:1 personalization.

In fact, as part of research led by Coveo, our scientists published a paper (presented at the Web Conference 2022 ) reporting on the outstanding performance of session-based recommenders using Deep Learning and more specifically Product Embeddings. To learn more about Coveo’s approach and product embeddings in the context of product recommendations, have a look at this post .

5. Addressing Cold Start in Product Search via Empirical Bayes

Just as challenges plague retailers when it comes to “cold start users,” the same issue can be applied to brand new products. Another interesting paper presented at CIKM this year was authored by Amazon researchers and seeks to solve the “cold start” problem in product search. 

More precisely, the authors argue that cold start is still an unsolved problem in large-scale ecommerce services. Although cold start has been extensively addressed in recommender systems research, it is hard to find comparable references in the context of product search . Profuse literature on product search addresses related problems such as bias and diversity in search, but cold start has remained a classic topic only in recommender systems research. 

We very much agree that common solutions fail to specifically and practically solve the cold start problem in product search. In fact, at Coveo we released Personalization-as-you-go as a specific solution to the cold start problem for both product search and recommendations . You can read more here about its application to product search specifically. This is also why the Coveo Relevance Cloud™ platform was awarded top honors by the UK Ecommerce Awards 2022 in the Ecommerce Innovation category. 

6.  EvalRS: a Rounded Evaluation of Recommender Systems

What are the best ways to test product recommendations?

To answer this question, it is worth looking at another interesting paper featuring a collaboration between Coveo scientists and researchers from academia (Università Bocconi) and industry (Microsoft, NVIDIA), and which was presented at CIKM. 

The paper introduced EvalRS as a new type of challenge, in order to foster a broad, fruitful discussion among practitioners and build in the open new methodologies for testing recommender systems “in the wild. ”

Traditional recommendation assessment criteria appeals to two key metrics: 

Behavioral and qualitative tests are also important. And an important aspect to consider when evaluating recommender systems is “ being less wrong .” 

Not all mistakes are equally bad: if the ground truth item for a movie recommendation is “ When Harry Met Sally ”, hit-or-miss metrics won’t be able to distinguish between a model suggesting “ Terminator ” and a model proposing “ You’ve Got Mail ”. 

A screenshot illustrates how a level of inaccuracy in product recommendations impacts the user experience.

Model A and B have the same hit rate, when suggesting top three movies based on “ The Big Sick ”, however, the “wrong” movies in the carousels do not provide the same experience: A’s suggestions are way worse than B’s. In other words, while both are “wrong”, they are not wrong in the same way: one is a reasonable mistake, the other is a terrible suggestion, quite disruptive for the user experience .

7. Contrastive language and vision learning of general fashion concepts

The growth of online retail — with one example being one in four fashion transactions now happening online — has made ecommerce a playground for cutting-edge machine learning (ML) models. The downside is that these ML models are often developed for a specific purpose and not generalized enough to be used across industries, which is an unsustainable practice.  

This is the focus of another paper based on research led by Coveo and featuring a joint collaboration with Stanford University, Università Bocconi, Telepathy Labs and FARFETCH, was recently published in Nature Scientific Reports . 

To help machines “think” like humans, they must be able to master general concepts. The paper shows through extensive benchmarks and novel tests that CLIP-like models can learn an industry — e.g., fashion — and not just “one dataset”. In other words, you can train once, and re-use the model multiple times. This represents a significant advancement in the field, meaning that by leveraging the approach detailed in the paper your ML model can recognize even improbable products such as “long nike dress” ( Hint: it likely never appeared in any training set).  

A screenshot visualizes a machine learning model returning results that likely didn't appear in its training data.

The model was trained on one of the biggest curated fashion catalogs in the world (Farfetch is one of the most successful shops in the world, with more >800k items in store).  

8. Multi Armed Bandit vs. A/B Tests in E-commerce: Confidence Interval and Hypothesis Test Power Perspectives 

Shaping digital experiences for hundreds, thousands, or even millions of ecommerce visits daily is a tall order, and requires testing even in the best case scenarios. While A/B testing is the traditional method for understanding what experience works better for a specific group, MultiArmed Bandits is a tactic that can address many of the issues A/B testing experiences. How do you know when and where to use these two different methods?

A recently published paper coming from Home Depot’s research lab tackles this dilemma. While A/B testing relies on static allocation, one could opt for a dynamic allocation of traffic using bandits for allocation. 

The paper provides a comprehensive, evenhanded comparison between the two approaches, from the perspectives of confidence intervals, hypothesis test powers, and their relationships with traffic split and sample size both theoretically and numerically. 

To understand the best practices in A/B testing , you can read more here and here . But on the topic of experimentation best practices, we can jump to our ninth paper in the list.

9. A/B Testing Intuition Busters Common Misunderstandings in Online Controlled Experiments

Surprising results make for memorable headlines, but often aren’t easy to replicate. The biggest selling point of any software, especially ones for experimentation like A/B testing, is trust — but basic statistical concepts are often overblown or misconstrued for effect. 

Paper number nine in our list is authored by leading industry expert Ron Kohavi, alongside researchers from Vista and Airbnb. It was presented and published this year at KDD. 

Kohavi and his team put on their mythbusting hats, setting to work explaining the misunderstandings with solid statistical reasoning. The paper also provides recommendations that experimentation platform designers can implement to make it harder for experimenters to make these intuitive mistakes .

In particular, we think the brands and retailers should be careful when selecting a personalization and relevance platform, as some might be more prone to encourage biased reasoning and experimental pitfalls. To find out what questions you should make sure to ask personalization vendors, you may have a look at this RFP template that we have compiled at Coveo.

10. Zero party data between hype and hope

The final paper comes from Coveo’s researchers and addresses a hot topic in the context of privacy-aware personalization, namely Zero Party Data (ZPD). 

While big data has been a key topic in the business world for years, small data has largely been ignored. At least, until a new flurry of research and spike of interest in ZPD. ZPD was recently popularized by industry analysts from Forrester Research, who defined ZPD as “data that a customer intentionally and proactively shares with a brand.” 

This can include preference center data, purchase intentions, personal context, and how the individual wants the brand to recognize her. Surveys have become popular tools to gather information about people’s preferences, wants, and needs. In the example below, customers can express their preference for a specific category.

A screenshot shows how you can collect zero party data from willing customers.

Articles arguing for the value of ZPD to improve personalization and engender consumer trust have appeared in the popular press, business magazines , and academic journals. Advocates of ZPD argue that instead of inferring what customers want, retailers can simply ask them . Provided that the value exchange is clear, customers will willingly share data such as purchase intentions and preferences to improve personalization and help retailers create a picture of who they are. 

While the rise of ZPD is a welcome development, this paper authored by Coveo researchers takes issue with the claim that ZPD is necessarily accurate as it comes directly from the customer. This view is at odds with established conclusions from decades of research in the social and cognitive sciences, showing that self reports can be influenced by the instrument and that people have limited insight into the factors underlying their behavior.  

This paper argues that while ZPD disclosures are an important tool for retailers, it is critical to carefully understand their limitations as well. The paper also provides a catalog of biases for identifying potential problems in survey design to help practitioners collect more accurate data.

The main implications of this research is that while ZPD can provide a valuable asset, retailers and brands planning to leverage it should complement zero-party data with first-party data. To learn more about effective ways of combining them, have a look at this blog post .

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5 Best ML Research Papers At ICML 2021

5 Best ML Research Papers At ICML 2021

‘International Conference on Machine Learning,’ has announced the best paper awards. The 38th edition of ICML , one of the fastest-growing artificial intelligence conferences in the world, saw participation from academics, industrial researchers, entrepreneurs, engineers, graduate students and postdocs. 

ICML is renowned for presenting and publishing cutting-edge research on all aspects of machine learning.

Last year, ICML conference attracted close to 4,990 submissions, of which 1088 were accepted, at a 21.8% acceptance rate, lower than the previous year’s 22.6%. In ICML 2020, Google topped the charts of total research papers submitted , followed by DeepMind, Microsoft, Facebook, and Spotify.

Here is the list of papers that won ICML 2021 awards: 

Outstanding paper 

Unbiased gradient estimation in unrolled computation graphs with persistent evolution .

Researchers from Google Brain and the University of Toronto, Paul Vicol, Luke Metz and Jascha Sohl-Dickstein , introduced a method for unbiased gradient estimation in untolled computation graphs, called Persistent Evolution Strategies (PES). 

PES obtains gradients from truncated unrolls, which speeds up optimisation by allowing for frequent parameter updates while not suffering from truncation bias that affects many competing approaches. The researchers showed PES is broadly applicable, with experiments demonstrating its application to an RNN-like task, hyperparameter optimisation, reinforcement learning, and meta-training of learned optimisers. 

Check out the full research paper here . 

Outstanding paper honorable mention

Oops i took a gradient: scalable sampling for discrete distributions.

Google Brain researchers Will Grathwohl , Kevin Swersky , Milad Hashemi , David Duvenaud and Chris J. Maddison proposed a general and scalable approximate sampling strategy for probabilistic models with discrete variables. Their approach uses gradients of the likelihood function with respect to its discrete inputs to propose updates in a MetropolisHastings sampler. 

The researchers showed empirically that this approach outperforms generic samplers in many complex settings, including Ising models, Potts models, restricted Boltzmann machines, and factorial hidden Markov models. They also demonstrated the use of their improved sampler for training deep energy-based models (EBM) on high dimensional discrete data. Further, this approach outperforms variational auto-encoders and existing EBM.

Check out the full paper here . 

Optimal complexity in decentralised training 

Researchers at Cornell University, Yucheng Lu and Christopher De Sa , showed how decentralisation is a promising method of scaling up parallel machine learning systems.The researchers provided a tight lower bound on the iteration complexity for such methods in a stochastic non-convex setting. 

The paper stated the tower bound revealed a theoretical gap in the known convergence rate of many existing decentralised training algorithms, such as D-PSGD. The researchers proved the lower bound is tight and achievable. 

The researchers further proposed DeTAG, a practical gossip-style decentralised algorithm that achieves the lower bound with only a logarithm gap. Empirically, they compared DeTaG with other decentralised algorithms on image classification tasks and noted that DeTAG enjoys faster convergence than baselines, especially on unshuffled data and sparse networks. 

Understanding self-supervised learning dynamics without contrastive pairs

Facebook AI researchers Yuandong Tian , Xinlei Chen , and Surya Ganguli discussed various methods around self-supervised learning (SSL) and proposed a novel theoretical approach, DirectPred that directly sets the linear predictor based on the statistics of its inputs, without gradient training. 

On the ImageNet dataset, it performed comparably with more complex two-layer non-linear predictors that employ BatchNorm and outperformed a linear predictor by 2.5 percent in 300-epoch training (and 5 percent in 60-epoch). The researchers said DirectPred is motivated by their theoretical study of the non-linear learning dynamics of non-contrastive SSL in simple linear networks. 

Further, the study showed conceptual insights into how non-contrastive SSL methods learn, how they avoided representational collapse, and how multiple factors, like predictor networks, stop-gradients, exponential moving averages, and weight decay all came into play. Finally, the researchers said their simple theory recapitulates the results of real-world ablation studies in both STL-10 and ImageNet. The source code is released on GitHub . 

Congratulations to Facebook AI researchers Yuandong Tian ( @tydsh ), Xinlei Chen ( @endernewton ) & @SuryaGanguli for their #ICML2021 Outstanding Paper Honorable Mention for their work to demystify non-contrastive learning. Learn more: https://t.co/mVgxbBUcnB https://t.co/xpVvlgNOKv — Meta AI (@MetaAI) July 19, 2021

Check out the research paper here . 

Solving high-dimensional parabolic PDEs using the tensor train format

Lorenz Richter , Leon Sallandt, and Nikolas Nüsken showed tensor trains provide an appealing approximation framework for parabolic partial differential equations (PDEs): the combination of reformulations in terms of backward stochastic differential equations and regression-type methods in the tensor format holds the promise of leveraging latent low-rank structures enabling both compression and efficient computation. 

In line with this, the researchers have developed novel iterative schemes involving either explicit and fast or implicit and accurate updates. Their methods achieve a favourable trade-off between accuracy and computational efficiency compared with SOTA neural network-based approaches. 

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Order bidding, top 146 sociology research paper topics 2021.

It would not be a mistake to say that many people today associate the word “sociology” mainly with television programs, pages of newspapers, or internet sites, where they are informed about the results of sociological polls conducted on particular problems. However, sociology as a science is by no means limited only to them.

By definition, sociology is the science of society. But to say only this is not enough. Society also studies other sciences: history, jurisprudence, demography, etc. In contrast, sociology regards society as an integral system of the functioning of social communities (for example, the family, the city’s population, the youth, humanity, etc.), studies the relationships existing between these communities, and also explores and explains the behavior of people in society. If you study sociology, we suggest you to look through these topics for sociology paper writing, which can help you to complete assignments in this discipline.

Sociology Research Topics on Terrorism and War

Terrorism is a way to achieve, either by one person or a group of individuals, the intended goal, by using force to frighten civilians, or creating a danger that causes the death of a person or causes damage to property, both personal and state. We have collected the most popular sociology research topics on terrorism and war for you to use for writing your paper.

Sociology Paper Topics on Human Behavior

Social human behavior is the form and method of manifestation by social factors of their preferences, attitudes, and abilities in social action or interaction. The concept of “behavior” came to sociology from psychology. The meaning of the term “behavior” is different from the meaning of such traditionally philosophical concepts as action and activity. If you need to go deeper in this meaning and to write a paper on it, check out our sociology paper topics.

Sociology Research Paper Topics on Gender and Sexuality

The word “sex,” used in everyday speech, is ambiguous, because it can be attributed to a certain category of people, and to the actions in which these people take part – for example, using the expression “to have sex.” To achieve clarity in students, they are usually assigned to write research papers about gender and sexuality. If you are one of these students, read through our sociology research paper topics.

Sociology Papers Topics on the Family

sociology-research-topics

Sociology Essay Topics on the Internet and Media

For sociologists, social networks appeared organically long before social networks appeared on the internet. The founder of their research is the sociologist and philosopher George Simmel. Simmel poses the question of how people are related to each other, and introduces the concept of formal sociology. Internet and media has a huge influence on our lives, and it is quite a popular topic to be assigned to students – this is why we will introduce you to the following sociology essay topics.

Topics in Sociology on Culture

sociology-research-topics

Interesting Sociology Topics on Race, Nationality, and Ethnicity

The highest type of ethnic community is the nation (from the Latin natio – tribe, people) – the type of ethnos typical for modern society. Historically, the emergence of the nation is associated with the predominance of social and economic factors in the development of mankind, when feudal fragmentation was eliminated, which was replaced by a new system of management, organized on unified principles. Check out our interesting sociology topics on race, nationality, and ethnicity.

Sociology Topics for Research on Alcohol and Drugs

Drug addiction, like alcoholism, is associated with violations in the performance of social roles by the individual, and is the most important factor of social disorganization, the most serious threat to the functioning of the social organism. The following sociology topics for research on alcohol and drugs will help you to write a high-quality paper.

Sociology Research Topics List on Human Rights

Human rights are understood to mean the totality of political, legal, moral, and spiritual conditions of a person’s normal life, his or her preservation and development in harmony with society and nature, and the availability of opportunities to use these rights. If you need to write a research paper on human rights, look through the following sociology research topics list.

Good Sociology Topics on Children and Teenagers

To date, the psychology and sociology of the family, regarding the children and parents, is a commonly researched subject, since raising a child at an early age is of high social importance. Many parents pay little attention to the education of a child up to 5-6 years, which ultimately leads to big problems. Also, there are a lot of problems that children and teenagers face in their lives. Our good sociology topics disclose some of those problems that can give you the best ideas for your writing.

Research Topics for Sociology on Health Issues

In the modern branch of sociology, sociology of health is very important. One of the main features of this discipline is its interdisciplinary nature. The emergence of the sociology of medicine and health is closely connected with the achievements not only in medical sciences (social hygiene, epidemiology, organization of health care, etc.) and sociological sciences (sociology of the family, social work, environmental sociology, phenomenology, etc.), but also in psychology, semiotics, culturology, anthropology, economics, etc. Our research topics for sociology will help you to understand how sociology and health can be bound.

General Research Topics in Sociology

If in the previous lists you did not find a suitable topic, we have collected a number of general topics that you can use to research and write a paper. They cover different aspects of sociology. Choose any of them to start writing your paper.

P.S. Having a difficult topic to write about? Just turn out for our help, asking us, write my essay , and we’ll deal with it efficiently! Affordable prices, on-time delivery, 100% originality, and other features are waiting for you!

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717 Good Research Paper Topics

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Jim Peterson has over 20 years experience on speech writing. He wrote over 300 free speech topic ideas and how-to guides for any kind of public speaking and speech writing assignments at My Speech Class.

good and interesting research paper topics

Some examples of common research paper styles include:

Your research essay topic may also need to be related to the specific class you are taking. For example, an economics class may require a business research paper, while a class on human behavior may call for a psychology research paper.

The requirements for your paper will vary depending on whether you are in high school, college, or a postgraduate student. In high school, you may be able to choose an easy topic and cite five or six sources you found on Google or Yahoo!, but college term papers require more in-depth research from reliable sources, such as scholarly books and peer-reviewed journals.

Do you need some help with brainstorming for topics? Some common research paper topics include abortion, birth control, child abuse, gun control, history, climate change, social media, AI, global warming, health, science, and technology. 

But we have many more!

On this page, we have hundreds of good research paper topics across a wide range of subject fields. Each of these topics could be used “as is” to write your paper, or as a starting point to develop your own topic ideas.

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How to Choose Your Research Paper Topic

The first step to developing an interesting research paper is choosing a good topic. Finding a topic can be difficult, especially if you don’t know where to start. Finding the Right Research Paper Topic

If you are in a class that allows you to choose your own term paper topic, there are some important areas to consider before you begin your project:

Your Level of Interest: Research papers are time-consuming; you will be spending countless hours researching the topic and related topics, developing several primary and secondary sources, and putting everything together into a paper that is coherent and accomplishes your objectives. If you do not choose a topic you are passionate about, the process will be far more tedious, and the finished product may suffer as a result.

Your Level of Experience: Being interested in a topic is great, but it is even more helpful if you already know something about it. If you can find a topic that you already have some personal and/or professional experience with, it will vastly reduce the amount of research needed and make the whole process much easier.

Available Information on the Topic: Be sure to choose a topic that is not only interesting but also one that has numerous sources available from which to compile your research. A researchable topic with several potential sources gives you access to the level of information you need to become an authority on the subject.

Your Audience: An interesting topic to you may not necessarily be interesting to your professor or whoever is grading your research paper. Before you begin, consider the level of interest of the person(s) who will be reading it. If you are writing a persuasive or argumentative essay, also consider their point of view on the subject matter.

As you begin researching your topic, you may want to revise your thesis statement based on new information you have learned. This is perfectly fine, just have fun and pursue the truth, wherever it leads. If you find that you are not having fun during the research phase, you may want to reconsider the topic you have chosen.

The process of writing the research paper is going to be very time consuming so it’s important to select a topic that is going to sustain your interest for the duration of the project. It is good to select a topic that is relevant to your life since you are going to spend a long time researching and writing about it. Perhaps you are considering starting your own business or pursuing a career in politics. Look through the suggested research paper topics and find one in a category that you can relate to easily. Finding a topic that you have some personal interest in will help make the arduous task a lot easier, and the project will have better results because of your vested interest.

Our List of Research Topics and Issues

Affirmative action, health, pharmacy, medical treatments, interpersonal communication, marketing and advertising, barack obama, discrimination, bill clinton, hilary clinton, computer crimes and security, cosmetic surgery, controversial, criminal justice, donald trump, easy/simple, environment, family violence, foreign policy, gambling and lotteries, the lgbtq community, generational conflict, gun control, hate crimes, immigration, middle east, maternity/paternity leave, natural disasters, police work, population explosion, pornography, prisons and prisoners, prostitution, ronald reagan, student loan debt, teen issues, women, mothers, what, why, and how, relationships.

We compiled an exhaustive list of topics that would make excellent research papers. The topics are specifically organized to help you find one that will work for your project. Broad topics are headed, and then below them are narrowed topics, all to help you find an area to focus on. The way we have organized the topics for research papers can save you lots of time getting prepared to write your research paper.

We have topics that fit into categories that cover such areas as education, environmental sciences, communication and languages, current events, politics, business, criminal justice, art, psychology, economics to name just a few. Simply get started by choosing the category that interests you and peruse through the topics listed in that category and you’ll be well on your way to constructing an excellent research paper.

Be sure to check other topics ideas: persuasive speech topics , argumentative speech topics , policy speech topics . We also have some sample outlines and essay templates .

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20 thoughts on “717 Good Research Paper Topics”

How has music evolved? How has music effected history? Music of the past vs music of the present. How has the music industry effected the music’s quality?

Do you think abortion is legal? Why they do abortion?

Why are people instinctively afraid of animals that are not mammals?

Should abortion be legalized? Should domestic abuse and child abuse victims be granted clemency for killing their abuser?

Jewish holocaust and its contribution to European History, specifically Germany

What is the most popular college in the United States?

The Black Knight: Space Waste or Alien Satellite? The Moon Landing: Real or Hollywood Hoax? Have We Become Too Politically Correct? Paranormal Research: Real? Fake? Should it be offered in college? Who really was Jack the Ripper? Can a zombie apocalypse truly occur? Who is the best or worst president of the USA? The Men in Black: real or hoax?

Why Marching Band is a sport.

Marching band is not a sport

how did aids start?

Topic : Alternative medicine Research question : Does the alternative medicine is safe and standardized Hypothesis : analyse the quality controle of alternative medicine formulations

Does our nostalgic music/childhood songs affect our present lifestyle, and in what ways?

reverse discriminations is still discrimination so there’s no such thing as that. like reverse racism isn’t a thing because that is still racism

Men on birth control and not women.

You forget the topic Islamophobia 😉

You should add a music section. Is Muzio Clementi overshadowed by Mozart? The Toccata and Fugue in D- really wasn’t written by Bach The use of the “Dies Irae” in cinema Why is modern music so repetitive and simple compared to classical music?

I want to do a research project on Education

I want to research but not get a perfect topic help me give me a best topic about current affairs

Topic: History. Are the Crusades oversimplified? where they justified? If so, how? Topic: Current affairs. Is the term “conspiracy theory” used to discredit any non-mainstream, controversial opinions. Topic: Gun control. Does limiting magazine capacity for firearms have any effect on gun crime? Are high-capacity magazines ever necessary for self-defense? Topic: Economics. Are minimum wage laws necessary to guarantee “decent”, or do the laws of supply and demand automatically ensure that?

Are women funny?

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best research papers 2021

125 Best Research Paper Topics of 2021

best research papers 2021

When you get into high school, you are not aware of the number of responsibilities you might have to face over your academics, making you feel clogged and exhausted, especially when writing and submitting research papers on time.

One of the most challenging parts of writing a research paper is to find a perfect topic to write. Luckily, we have done all the hard work for you and have created a list of 125 fascinating research paper topics.

For your further convenience, we have organized the topics into different categories covering a wide range of subjects so you can easily choose the best topic according to your interest and knowledge.

Besides the list of good research topics, I have also talked about selecting a good research topic and how you can use your subject to start writing an excellent paper.

How to Select a Perfect Research Paper Topic?

Before you start writing, you need to make sure you choose a great topic. Below mentioned are the three crucial factors to contemplate before selecting the best research paper topics.

Choosing a field, you are interested in

It is difficult to find a research paper topic because most high-school students are confused about selecting their major. However, you can always select an area of interest.

There are always specific research topics on trending. Many people seem interested in writing about the buzzing topics; never feel tempted or go with the crowd and make it your subject unless you genuinely have some interest in it.

There is enough information to foster your research.

Once you have chosen the best research paper topic and you're happy to write about it, it is still challenging to produce a good paper if there isn't enough information about the subject. 

This is possible for very particular or specialized topics, and sometimes some topics are too new to have enough research conducted on them at the moment. Simple topics will always have more than enough information to write a full-length paper. Writing a research paper on a topic that does not have enough information is extremely hard. Before you take up a topic, do primary research and make sure you have all the essential information to write your research paper.

The research paper fits your teacher guidelines. 

Always note down any specific requirements or restrictions your teacher may have implemented on some research topic ideas. If you are writing a research paper on a political science topic, deciding to write about technology’s impact on sports won’t be allowed. Still, there can be some sort of flexibility.

For example, if you want to write about the “Portrayal of minorities by Media” and your teacher wants you to write about “History,” you can combine both topics and develop something relevant. Like “How the portrayal of minorities by media go a long way back.” You can also use companies, like do my essay , to help you write your research paper.

For your convenience, we have organized the topics into different categories. It will also make it easier to find the type of research paper topics you're looking for.

Simple research paper topics

Interesting research paper topics

Controversial topics for research paper

These topics might stimulate terrible responses from some people because most of these subjects are controversial and are likely to raise some issues. Be careful before writing about such topics.

Aggressive research topics

Research topics by different fields of study

In different fields of study, you can tell your brain to perform innovatively. Here, you can carry out extensive research to put forward new opinions.

Sample History research papers

Environment 

Sample Environment research papers 

Sample Health research papers

Sample Technology research papers

Social Media

Current Affairs

Conclusion 

Make sure to do your research before you start writing. You do not have to make a mistake to start writing your research paper and then learn that there is not enough information to foster your research. 

In some cases, your research can contradict the points you are trying to explain. Get most of your research done before your start writing. Create an outline to understand your flow. This will help keep your paper clear and structured, and you will get clarity to produce a strong report.

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    Check out op 146 sociology research paper topics of 2021. You have a completely unique opportunity to choose one of them and write a high-quality paper

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    One of the most challenging parts of writing a research paper is to find a perfect topic to write. Luckily, we have done all the hard work for you and have created a list of 125 fascinating research paper topics