Popular Links in Newsletters

Trends in Content Curation in 2020

By Amber Thomas [source]

About this dataset

Welcome to the Monthly Popular Links Shared in Newsletters dataset! Here you will find the most popular links shared not just on one newsletter but across multiple newsletters that come out daily to bi-weekly. This data was collected through an experimental newsletter by The Pudding called Winning the Internet which aims to curate what's good in the internet amongst a sea of content.

The newsletters we subscribe to must meet certain criteria such as having primary purpose of sharing links, having most of its connections to other places, and it should have general interest topics instead of being too niche. The dataset is compiled by automated scripts parsing emails and denylisting any self-promotion or repetitive links from different sources. All data used for these charts are then computed from these sources including rolling averages for how often a link appears in each newsletter and nouns chosen for subject lines for each email.

So check out this eye-catching Monthly Popular Links Shared in Newsletters dataset complete with all the popular links as well as computation records from some of your favorite newsletters—you won’t want to miss out on what’s winning the internet!

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How to use the dataset

How to Use This Dataset

This dataset contains the most popular links shared in newsletters, allowing you to explore and visualize internet trends. With this data, you can analyze what topics are becoming more or less popular over time, as well as identify patterns in the type of content people are consuming online.

Using this dataset is a great way to uncover insights into what people are interested in, making it perfect for marketers who want to learn more about their target audience’s preferences and interests.

To get started with this dataset: - Download the CSV file containing the data. - Open the CSV file and inspect its columns: ‘url’ (the URL of the link shared in the newsletter), and ‘flag’ (a flag indicating whether or not it was shared in multiple newsletters).
3 Analyse each column individually or combine them for further analysis by sorting them according to different parameters e.g., sorting by ‘flag’ column to identify frequently appearing links or sorting by 'url' column for unique URLs ).

4 Look at each piece of data carefully in order to gain an understanding of what URLs are being shared across newsletters. You should be looking for similarities and differences between various columns so that you can gain insights into how people's interests change over time and/or cross-reference between different newsletters as appropriate .

5 Create visualizations using charts or graphs such as scatter plots and line graphs with your findings from step 4 above that show correlations between variables like frequency of URLs mentioned over time etc..

6 Share your findings via a blog post or presentation showcasing your newfound knowledge which helps other marketers know better target those similar audiences better!

Research Ideas

• Analyzing the most effective newsletters and analyzing the effectiveness of their content.
• Evaluating and comparing newsletters based on metrics such as the quality of links shared and/or readership growth within a certain timeframe.
• Visualizing time trends in individual newsletter popularity, or tracking which topics are proving to be favorites among many newsletters over time

Acknowledgements

If you use this dataset in your research, please credit the original authors. Data Source

License

See the dataset description for more information.

Columns

File: dump-2020-12-15.csv | Column name | Description | |:--------------|:----------------------------------------------------------------------------| | url | The URL of the link shared in the newsletter. (String) | | date | The date the link was shared in the newsletter. (Date) | | flag | A flag indicating if the link was shared in multiple newsletters. (Boolean) |

Acknowledgements

If you use this dataset in your research, please credit the original authors. If you use this dataset in your research, please credit Amber Thomas.

Tactical Data Links Market Outlook

According to our latest research, the global tactical data links market size reached USD 8.2 billion in 2024, driven by the increasing need for real-time, secure communication across military and homeland security operations. The market is experiencing a robust growth trajectory, with a CAGR of 6.7% projected during the forecast period. By 2033, the tactical data links market is expected to attain a value of USD 15.2 billion, reflecting the rising adoption of advanced networking solutions in defense and commercial sectors worldwide. This expansion is primarily fueled by growing investments in network-centric warfare capabilities and the modernization of communication infrastructure across various platforms.

The primary growth factor for the tactical data links market is the escalating demand for seamless, secure, and high-speed data exchange in defense operations. Modern warfare increasingly relies on interconnected platforms, including airborne, naval, ground, and unmanned systems, all of which require robust communication channels for effective command and control. Governments across the globe are prioritizing the integration of advanced tactical data link systems to enhance situational awareness, interoperability, and mission effectiveness. The proliferation of network-centric operations, which depend on real-time data sharing and coordination, further amplifies the need for sophisticated tactical data links, propelling market growth.

Another significant driver is the rapid technological advancements in communication hardware and software, enabling more resilient and flexible tactical data link solutions. Innovations such as software-defined radios, multi-band frequency support, and enhanced encryption techniques are making tactical data links more adaptable to diverse mission requirements and challenging operational environments. The integration of artificial intelligence and machine learning into data link systems is also facilitating automated decision-making and predictive analytics, thereby improving the efficiency and responsiveness of military operations. These technological trends are encouraging defense organizations to invest in upgrading their existing communication infrastructure, thereby boosting market expansion.

Furthermore, the increasing occurrence of asymmetric warfare and the growing threat of cyberattacks are compelling defense agencies to adopt more secure and resilient data link solutions. Tactical data links play a pivotal role in ensuring the confidentiality, integrity, and availability of mission-critical information, thereby mitigating the risks associated with data breaches and electronic warfare. The need to maintain a technological edge over adversaries and the emphasis on joint and coalition operations are prompting nations to standardize and harmonize their tactical data link protocols, further driving market growth. The emergence of unmanned systems and the integration of tactical data links into commercial applications, such as disaster response and border security, are also opening new avenues for market expansion.

From a regional perspective, North America continues to dominate the global tactical data links market, accounting for a substantial share in 2024, followed closely by Europe and Asia Pacific. The United States, with its significant defense budget and ongoing modernization programs, leads the adoption of advanced tactical communication solutions. Meanwhile, Asia Pacific is witnessing the fastest growth, driven by rising defense expenditures, territorial disputes, and the need for enhanced border security. Europe is also making considerable investments in joint defense initiatives and cross-border interoperability, contributing to the overall market momentum. The Middle East, Africa, and Latin America are gradually increasing their adoption rates, supported by modernization efforts and international collaborations.

Component Analysis

The tactical data links market is segmented by component into hardware, software, and services, each playing a critical role in enabling secure and efficien

A collection of 22 data set of 50+ requirements each, expressed as user stories.

The dataset has been created by gathering data from web sources and we are not aware of license agreements or intellectual property rights on the requirements / user stories. The curator took utmost diligence in minimizing the risks of copyright infringement by using non-recent data that is less likely to be critical, by sampling a subset of the original requirements collection, and by qualitatively analyzing the requirements. In case of copyright infringement, please contact the dataset curator (Fabiano Dalpiaz, f.dalpiaz@uu.nl) to discuss the possibility of removal of that dataset [see Zenodo's policies]

The data sets have been originally used to conduct experiments about ambiguity detection with the REVV-Light tool: https://github.com/RELabUU/revv-light

This collection has been originally published in Mendeley data: https://data.mendeley.com/datasets/7zbk8zsd8y/1

Overview of the datasets [data and links added in December 2024]

The following text provides a description of the datasets, including links to the systems and websites, when available. The datasets are organized by macro-category and then by identifier.

Public administration and transparency

g02-federalspending.txt (2018) originates from early data in the Federal Spending Transparency project, which pertain to the website that is used to share publicly the spending data for the U.S. government. The website was created because of the Digital Accountability and Transparency Act of 2014 (DATA Act). The specific dataset pertains a system called DAIMS or Data Broker, which stands for DATA Act Information Model Schema. The sample that was gathered refers to a sub-project related to allowing the government to act as a data broker, thereby providing data to third parties. The data for the Data Broker project is currently not available online, although the backend seems to be hosted in GitHub under a CC0 1.0 Universal license. Current and recent snapshots of federal spending related websites, including many more projects than the one described in the shared collection, can be found here.

g03-loudoun.txt (2018) is a set of extracted requirements from a document, by the Loudoun County Virginia, that describes the to-be user stories and use cases about a system for land management readiness assessment called Loudoun County LandMARC. The source document can be found here and it is part of the Electronic Land Management System and EPlan Review Project - RFP RFQ issued in March 2018. More information about the overall LandMARC system and services can be found here.

g04-recycling.txt(2017) concerns a web application where recycling and waste disposal facilities can be searched and located. The application operates through the visualization of a map that the user can interact with. The dataset has obtained from a GitHub website and it is at the basis of a students' project on web site design; the code is available (no license).

g05-openspending.txt (2018) is about the OpenSpending project (www), a project of the Open Knowledge foundation which aims at transparency about how local governments spend money. At the time of the collection, the data was retrieved from a Trello board that is currently unavailable. The sample focuses on publishing, importing and editing datasets, and how the data should be presented. Currently, OpenSpending is managed via a GitHub repository which contains multiple sub-projects with unknown license.

g11-nsf.txt (2018) refers to a collection of user stories referring to the NSF Site Redesign & Content Discovery project, which originates from a publicly accessible GitHub repository (GPL 2.0 license). In particular, the user stories refer to an early version of the NSF's website. The user stories can be found as closed Issues.

(Research) data and meta-data management

g08-frictionless.txt (2016) regards the Frictionless Data project, which offers an open source dataset for building data infrastructures, to be used by researchers, data scientists, and data engineers. Links to the many projects within the Frictionless Data project are on GitHub (with a mix of Unlicense and MIT license) and web. The specific set of user stories has been collected in 2016 by GitHub user @danfowler and are stored in a Trello board.

g14-datahub.txt (2013) concerns the open source project DataHub, which is currently developed via a GitHub repository (the code has Apache License 2.0). DataHub is a data discovery platform which has been developed over multiple years. The specific data set is an initial set of user stories, which we can date back to 2013 thanks to a comment therein.

g16-mis.txt (2015) is a collection of user stories that pertains a repository for researchers and archivists. The source of the dataset is a public Trello repository. Although the user stories do not have explicit links to projects, it can be inferred that the stories originate from some project related to the library of Duke University.

g17-cask.txt (2016) refers to the Cask Data Application Platform (CDAP). CDAP is an open source application platform (GitHub, under Apache License 2.0) that can be used to develop applications within the Apache Hadoop ecosystem, an open-source framework which can be used for distributed processing of large datasets. The user stories are extracted from a document that includes requirements regarding dataset management for Cask 4.0, which includes the scenarios, user stories and a design for the implementation of these user stories. The raw data is available in the following environment.

g18-neurohub.txt (2012) is concerned with the NeuroHub platform, a neuroscience data management, analysis and collaboration platform for researchers in neuroscience to collect, store, and share data with colleagues or with the research community. The user stories were collected at a time NeuroHub was still a research project sponsored by the UK Joint Information Systems Committee (JISC). For information about the research project from which the requirements were collected, see the following record.

g22-rdadmp.txt (2018) is a collection of user stories from the Research Data Alliance's working group on DMP Common Standards. Their GitHub repository contains a collection of user stories that were created by asking the community to suggest functionality that should part of a website that manages data management plans. Each user story is stored as an issue on the GitHub's page.

g23-archivesspace.txt (2012-2013) refers to ArchivesSpace: an open source, web application for managing archives information. The application is designed to support core functions in archives administration such as accessioning; description and arrangement of processed materials including analog, hybrid, and
born digital content; management of authorities and rights; and reference service. The application supports collection management through collection management records, tracking of events, and a growing number of administrative reports. ArchivesSpace is open source and its

This project planned to broaden the range of resources for students to communicate emotions through speech, writing and images. Such communication is important for social and economic success, particularly for disadvantaged students, and it is now part of the Australian curriculum. However, research shows that teachers are not equipped to teach these new curriculum requirements. The project unites a consortium of schools, visual media experts and policy makers to address this problem. The outcomes include innovative approaches to strengthen students' language skills for emotional expression and wellbeing, and e-learning resources for both teachers and students. Set out below are a number of research outputs for the project: • SELFIE Project ARC Linkage: LP150100030 Final Report (https://acuresearchbank.acu.edu.au/item/8x4x4) • SELFIE – Strengthening Effective Language of Feelings In Education (https://selfieresearchproject.wordpress.com/) website and updates have been approved by the project's industry partners, including the Department of Education and the school principals. The website includes: • a summary of the research and the research findings • teaching ideas • a sample of the research data (links are provided below) • a sample of recent research publications (for publications associated with this research, see the notes field below) • media outreach, news and events • research contact information

From its launch in June 2014 through to the end of its project life in 2018, the ESRC Nexus Network worked to support transdisciplinary research at the food-water-energy-environment nexus and to create meaningful links between communities of researchers, policymakers, business leaders and practitioners. Data collated here includes records of public facing network activities such as published working papers, reports, email newsletters and workshop activities. The purpose of the Network+ was to build community through running events, interacting with decision makers, building a network and onward-funding original research. As such, the Network+ did not conduct research in a traditional sense. However, the data and documents collated here represent the substantive knowledge creation activities of the Network+ and can be considered a form of research data in themselves - which were used to iteratively build the network, influence and impact.

From its launch in June 2014 until 2018, the ESRC Nexus Network worked to support transdisciplinary research at the food-water-energy-environment nexus, and to create meaningful links between communities of researchers, policymakers, business leaders and practitioners. Interdependencies, tensions and trade-offs between energy, environment and food generate some of the most significant challenges facing humanity in the 21st century. Addressing these at local, national and international scales, the social sciences have the potential to make ground-breaking contributions. But equally important is a process of continuous and deep engagement between the academic and non-academic communities. Run by the universities of Sussex, East Anglia and Cambridge, the Nexus Network+ (NW+) engaged the social science community with these complex 'Nexus challenges' and linked them to research users from business, government and civil society.

Creator Link Tracking Tools Market Outlook

According to our latest research, the global Creator Link Tracking Tools market size reached USD 1.42 billion in 2024, with a robust year-on-year growth trajectory. The industry is projected to expand at a CAGR of 15.7% from 2025 to 2033, driven by the increasing adoption of digital marketing and influencer-driven campaigns. By the end of 2033, the market is forecasted to reach USD 5.52 billion. Key growth factors include the surge in data-driven marketing, the proliferation of content creators across digital platforms, and the growing demand for granular analytics to measure campaign performance.

The primary growth driver for the Creator Link Tracking Tools market is the exponential rise in influencer and affiliate marketing. As brands increasingly allocate their advertising budgets towards digital channels, there is a heightened need for tools that can accurately track, attribute, and analyze the performance of individual creators and campaigns. Marketers are seeking actionable insights to maximize ROI, optimize spend, and fine-tune their messaging. The integration of advanced analytics, real-time tracking, and customizable reporting within these tools enables brands, agencies, and content creators to make data-driven decisions, thereby fueling market expansion. Additionally, the shift towards omnichannel marketing strategies and the fragmentation of consumer attention across multiple platforms further amplify the necessity for comprehensive link tracking solutions.

Another significant factor propelling the market is the rapid evolution of social media platforms and the emergence of new content formats. The proliferation of short-form videos, live streaming, and interactive content has created a complex ecosystem where tracking user engagement and attribution is more challenging than ever before. Creator Link Tracking Tools have evolved to offer sophisticated features such as multi-touch attribution, cross-platform analytics, and integration with major social networks and e-commerce platforms. This evolution is particularly beneficial for e-commerce brands and agencies that rely on accurate attribution to measure the effectiveness of influencer collaborations and affiliate partnerships. As the creator economy matures, the demand for scalable, secure, and user-friendly tracking solutions is expected to remain strong.

Furthermore, the growing emphasis on transparency and compliance in digital marketing is shaping the Creator Link Tracking Tools market. Regulatory frameworks such as GDPR and CCPA require organizations to maintain stringent data privacy standards, making it imperative for tracking solutions to offer robust security and compliance features. This has led to increased investment in privacy-centric technologies, secure data storage, and consent management within link tracking platforms. Moreover, the rise of AI and machine learning is enhancing the predictive capabilities of these tools, allowing users to forecast campaign outcomes, identify trends, and automate optimization processes. As a result, the market is witnessing a wave of innovation aimed at delivering value-added functionalities and seamless integration with broader marketing technology stacks.

Regionally, North America continues to dominate the Creator Link Tracking Tools market, accounting for over 38% of global revenue in 2024. The region's leadership is attributed to the high concentration of digital-first brands, mature influencer marketing ecosystems, and significant investments in marketing technology infrastructure. Europe follows closely, driven by stringent data privacy regulations and a strong focus on analytics-driven marketing. The Asia Pacific region is emerging as a high-growth market, fueled by the rapid expansion of digital commerce, increasing internet penetration, and a burgeoning creator economy. Latin America and the Middle East & Africa are also witnessing steady adoption, albeit at a relatively nascent stage, as brands in these regions accelerate their digital transformation initiatives.

Component Analysis

The Creator Link Tracking Tools market is segmented by component into software and services, each playing a critical role in the ecosystem. The software segment currently dominates the market, accounting for the majority of revenue share in 2024. This dominance is driven by the increasing need for automated, scalable, and feature-rich platforms that can hand

Creator Link Analytics Market Outlook

According to our latest research, the global Creator Link Analytics market size reached USD 2.4 billion in 2024, with a robust CAGR of 18.7% observed over the past year, driven primarily by the exponential growth of influencer-led digital marketing and content monetization strategies. The market is forecasted to surge to USD 12.5 billion by 2033, reflecting the increasing reliance of brands, agencies, and content creators on advanced analytics tools to measure, optimize, and maximize the impact of their online campaigns. This significant growth is attributed to the escalating demand for actionable insights into creator performance, audience engagement, and ROI across various digital platforms, as per our comprehensive analysis.

The primary growth factor for the Creator Link Analytics market is the rapid digital transformation across industries, which has intensified the need for data-driven decision-making in marketing and content creation. As brands allocate larger portions of their budgets to influencer marketing and social media engagement, the necessity for granular analytics that track creator-driven campaigns has never been higher. Businesses are increasingly leveraging Creator Link Analytics solutions to gain a holistic view of campaign performance, optimize spending, and identify high-performing creators. The proliferation of digital platforms, including Instagram, YouTube, TikTok, and emerging channels, further amplifies the complexity and scale of data that marketers must analyze, thereby fueling the adoption of sophisticated analytics tools.

Another critical growth driver is the evolving regulatory landscape and heightened focus on transparency and compliance in digital advertising. Governments and industry bodies are instituting stricter guidelines on influencer partnerships, sponsored content disclosures, and data privacy. This has prompted brands and agencies to adopt Creator Link Analytics platforms that not only provide performance metrics but also ensure adherence to regulatory requirements. These platforms offer comprehensive audit trails, reporting features, and automated compliance checks, which mitigate risks associated with non-compliance and enhance trust among stakeholders. The trend toward ethical marketing and responsible data use is expected to further accelerate market growth in the coming years.

Technological advancements in artificial intelligence (AI), machine learning, and big data analytics are also reshaping the Creator Link Analytics market. Modern solutions are increasingly incorporating predictive analytics, natural language processing, and sentiment analysis to deliver deeper insights into audience behavior, content resonance, and campaign effectiveness. These innovations empower brands and creators to make proactive decisions, personalize content strategies, and maximize engagement. Moreover, the integration of analytics platforms with other marketing technology stacks, such as customer relationship management (CRM) and programmatic advertising tools, is streamlining workflows and enhancing the overall value proposition of Creator Link Analytics solutions.

From a regional perspective, North America remains the dominant market for Creator Link Analytics, accounting for more than 38% of global revenue in 2024, followed closely by Europe and Asia Pacific. The North American market is characterized by high digital ad spending, advanced technological infrastructure, and a mature influencer ecosystem. Meanwhile, Asia Pacific is projected to exhibit the fastest growth, with a CAGR exceeding 22% during the forecast period, driven by rapid social media adoption, a burgeoning creator economy, and increasing investments in digital marketing by regional enterprises. Europe continues to demonstrate steady growth, supported by strong regulatory frameworks and a focus on data privacy.

Component Analysis

The Creator Link Analytics market is segmented by component into software and services, with both segments exhibiting unique growth trajectories and value propositions. The software segment dominates the market, accounting for a significant share of global revenue in 2024. This dominance is attributed to the widespread adoption of analytics platforms that offer real-time tracking, visualization, and reporting of creator-driven campaigns. These software solutions are increasingly cloud-based, scalable, and user-friendly, enablin

The purpose of the national research data repository HARDMIN (Hellenic Academic Research Data Management Initiative) is to collect all research data generated by Greek researchers and academics. The repository aims to address the critical need for the secure storage and publication of research data from the Greek scientific community, to increase transparency in research, to enable reuse by interested researchers worldwide, to accelerate the digital transformation of the research field in our country, and to adopt competitive practices in research proposals and scientific communication. All researchers from Greek Universities are connected to the repository with their credentials and can easily upload their research data. Special teams of editors, either within an academic unit (e.g., laboratory head) or at an institutional level (e.g., Library staff), can make your data public, which will have permanent identifiers, the ability to link to your unique ORCiD identifier, and coupling with your published work, e.g., with a scientific journal article. For special cases, access can be controlled and provided upon request. HARDMIN has been developed with the open-source software CKAN and, together with HELIX, constitutes the national digital scientific infrastructure (eInfrastructure) software for providing catalog and repository services for scientific data, part of the infrastructure network for Open Science. The repository will have the ability to connect to existing repositories and retrieve the corresponding data from already existing collections. The repository is accessible at https://hardmin.heal-link.gr, and interested researchers can contact their local Library for more details. Currently, the repository is operating on a pilot basis to resolve technical details. Translated from Greek Original Text: Σκοπός της λειτουργίας του εθνικού αποθετηρίου ερευνητικών δεδομένων HARDMIN (Hellenic Academic Research Data Management Initiative)είναι η συγκέντρωση του συνόλου των ερευνητικών δεδομένων που δημιουργούνται από Έλληνες ερευνητές και ακαδημαϊκούς. Το αποθετήριο έρχεται να καλύψει την καίρια ανάγκη ασφαλούς φύλαξης και δημοσίευσης ερευνητικών δεδομένων της ελληνικής επιστημονικής κοινότητας για την αύξηση της διαφάνειας στην έρευνα, τη δυνατότητα επαναχρησιμοποίησης από τους ενδιαφερόμενους ερευνητές ανά τον κόσμο, της επιτάχυνσής του ψηφιακού μετασχηματισμού του ερευνητικού πεδίου στη χώρα μας και την υιοθέτηση ανταγωνιστικών πρακτικών στον στίβο των ερευνητικών προτάσεων και της επιστημονικής επικοινώνησης. Στο αποθετήριο συνδέονται όλοι οι ερευνητές των ελληνικών Πανεπιστημίων με τα διαπιστευτήριά τους και μπορούν να αναρτήσουν με ευκολία τα ερευνητικά τους δεδομένα. Ειδικές ομάδες συντακτών, είτε εντός μιας ακαδημαϊκής μονάδας (π.χ. υπεύθυνος εργαστηρίου), είτε σε ι δρυματικό επίπεδο (π.χ. προσωπικό Βιβλιοθήκης), μπορούν να καταστήσουν δημόσια τα δεδομένα σας, τα οποία θα διαθέτουν μόνιμα αναγνωριστικά, δυνατότητες διασύνδεσης με το μοναδικό σας αναγνωριστικό ORCiD και σύζευξης με το δημοσιευμένο σας έργο, π.χ. με ένα άρθρο επιστημονικού περιοδικού. Για ειδικές περιπτώσεις, η πρόσβαση μπορεί να είναι ελεγχόμενη και να παρέχεται κατόπιν αιτήματος. Το HARDMIN έχει αναπτυχθεί με το ανοικτό λογισμικό CKAN και αποτελεί, μαζί με το HELIX την εθνική ψηφιακή επιστημονική υποδομή (eInfrastructure) λογισμικού για την παροχή υπηρεσιών καταλόγου και αποθετηρίου επιστημονικών δεδομένων, μέρος του πλέγματος υποδομών για την Ανοικτή Επιστήμη. Το αποθετήριο θα διαθέτει τη δυνατότητα σύνδεσης με τα υφιστάμενα αποθετήρια και άντλησης των αντίστοιχων δεδομένων από ήδη υπάρχουσες συλλογές. Το αποθετήριο είναι προσβάσιμο από τη διεύθυνση https://hardmin.heal-link.gr, ενώ οι ενδιαφερόμενοι ερευνητές μπορούν να επικοινωνούν με την οικεία Βιβλιοθήκη τους για περισσότερες λεπτομέρειες. Αυτή τη στιγμή, το αποθετήριο λειτουργεί πιλοτικά για τη διευθέτηση τεχνικών λεπτομερειών.

Creator Link Analytics Market Outlook

According to our latest research, the global Creator Link Analytics market size reached USD 2.47 billion in 2024, reflecting strong momentum in the adoption of analytics solutions tailored for content creators and digital marketing ecosystems. The market is exhibiting a robust compound annual growth rate (CAGR) of 18.3% from 2025 to 2033, with forecasts indicating the market will grow to USD 12.13 billion by 2033. This rapid expansion is fueled by the increasing demand for data-driven decision-making in influencer marketing, the proliferation of social media platforms, and the need for brands and creators to optimize campaigns for maximum engagement and ROI.

One of the primary growth drivers for the Creator Link Analytics market is the exponential rise in influencer marketing and digital content creation across platforms such as Instagram, YouTube, TikTok, and emerging social channels. Brands are shifting significant portions of their marketing budgets to influencer partnerships, necessitating granular analytics to assess campaign reach, engagement, and conversion. The ability to track and analyze link performance in real time empowers creators and marketers to refine their strategies, personalize content, and achieve higher ROI. Furthermore, the integration of artificial intelligence and machine learning into analytics platforms is enhancing predictive capabilities, enabling proactive campaign management and audience segmentation. These technological advancements are making Creator Link Analytics indispensable for both small creators and large enterprises seeking to stay competitive in the dynamic digital landscape.

Another significant factor propelling the market is the growing emphasis on transparency and accountability in digital advertising. As regulatory bodies and brands demand clearer attribution and performance metrics, Creator Link Analytics platforms are becoming crucial in validating influencer reach and authenticity. These solutions help mitigate issues such as fake followers, fraudulent engagement, and misrepresented campaign outcomes, fostering trust between brands, agencies, and content creators. Additionally, the increasing complexity of cross-platform campaigns necessitates unified analytics solutions that can aggregate data from multiple sources, providing a holistic view of performance and enabling data-driven optimization. This trend is particularly pronounced among global brands operating in diverse markets, where consistent measurement and reporting standards are essential.

The democratization of content creation tools and the rise of micro and nano-influencers have also contributed to the expansion of the Creator Link Analytics market. As more individuals and small businesses enter the creator economy, there is a growing need for accessible and affordable analytics solutions that cater to varying levels of expertise and resources. This has led to the emergence of modular, scalable platforms that offer tiered services, from basic link tracking to advanced campaign analytics and audience insights. The increasing adoption of such solutions by small and medium enterprises (SMEs) is broadening the market base and driving innovation in user experience, integration capabilities, and customization options.

Intersection Analytics is emerging as a pivotal component in the Creator Link Analytics market, offering a comprehensive view of how various data points interact across different platforms. This approach enables brands and creators to understand the nuanced relationships between their content, audience engagement, and campaign performance. By leveraging Intersection Analytics, stakeholders can identify patterns and trends that may not be apparent through traditional analytics methods. This holistic perspective is particularly valuable in optimizing cross-platform strategies, ensuring that content resonates with diverse audience segments and maximizes overall impact. As the digital landscape becomes increasingly complex, the ability to synthesize data from multiple sources will be crucial for achieving sustained success in influencer marketing and digital content creation.

Regionally, North America continues to lead the Creator Link Analytics market, accounting for the largest share in 2024, followed closely by Europe and Asia Pacific. The US, in p

These data are part of NACJD's Fast Track Release and are distributed as they were received from the data depositor. The files have been zipped by NACJD for release, but not checked or processed except for the removal of direct identifiers. Users should refer to the accompanying readme file for a brief description of the files available with this collection and consult the investigator(s) if further information is needed. This study was a secondary analysis of data from the National Crime Victimization Survey (NCVS) and National Incidents Based Reporting System (NIBRS) for the period 1998-2007. The analysis calculates two separate measures of the incidents of violence that occurred during burglaries. The study addressed the following research questions: Is burglary a violent crime? Are different levels of violence associated with residential versus nonresidential burglaries? How frequently is a household member present during a residential burglary? How frequently does violence occur in the commission of a burglary? What forms does burglary-related violence take? Are there differences in rates of violence between attempted and completed burglaries? What constitutes the crime of burglary in current statutory law? How do the federal government and the various states define burglary (grades and elements)? Does statutory law comport with empirical observations of what the typical characteristics of acts of burglary are? The SPSS code distributed here alters an existing dataset drawn from pre-existing studies. In order to use this code users must first create the original data file drawn from National Crime Victimization Survey (NCVS) and National Incidents Based Reporting System (NIBRS) data from the period of 1998-2007. All data used for this study are publicly available through ICPSR. See the variable description section for a comprehensive list of, and direct links to, all datasets used to create this original dataset.

Tactical Data Links Market Outlook

According to our latest research, the global tactical data links market size reached USD 8.9 billion in 2024, driven by significant advancements in military communication systems and increasing defense budgets worldwide. The market is expected to grow at a robust CAGR of 6.7% from 2025 to 2033, reaching a forecasted value of USD 15.3 billion by 2033. This growth trajectory is primarily attributed to the rising need for secure, real-time data exchange across various military platforms and the rapid modernization of armed forces in both developed and emerging economies.

One of the primary growth factors fueling the tactical data links market is the escalating demand for network-centric warfare capabilities. Modern military operations increasingly rely on seamless communication and data sharing across multiple domains, including air, land, sea, and unmanned platforms. Tactical data links enable the integration of sensors, weapons, and command centers, thereby enhancing situational awareness, operational coordination, and decision-making speed. As defense agencies prioritize the adoption of advanced communication technologies to maintain a strategic edge, the demand for robust and interoperable tactical data link systems continues to surge globally.

Another significant driver is the rapid proliferation of unmanned systems and autonomous platforms in defense operations. The deployment of unmanned aerial vehicles (UAVs), ground vehicles, and maritime drones has necessitated the development of sophisticated data link solutions capable of supporting high-bandwidth, low-latency, and secure communications. These platforms require real-time transmission of video, telemetry, and command data to ensure mission effectiveness and safety. As a result, defense contractors and technology providers are investing heavily in research and development to deliver next-generation tactical data link solutions tailored to the unique requirements of unmanned systems.

Furthermore, the increasing emphasis on multi-domain operations and coalition warfare is propelling the adoption of interoperable tactical data link standards, such as Link 16, Link 22, and SADL. Military alliances and joint operations demand seamless information exchange among allied forces, necessitating the integration of standardized data link protocols across different platforms and nations. This trend is particularly evident in regions like North America and Europe, where multinational defense collaborations and interoperability initiatives are shaping procurement strategies and driving market expansion.

From a regional perspective, North America continues to dominate the tactical data links market, accounting for the largest revenue share in 2024. This leadership position is underpinned by substantial defense spending, ongoing modernization programs, and the presence of major defense contractors in the United States. Meanwhile, the Asia Pacific region is emerging as a high-growth market, fueled by rising security threats, territorial disputes, and increasing investments in indigenous defense capabilities by countries such as China, India, and South Korea. Europe also remains a key market, supported by NATO-led initiatives and the modernization of military communication infrastructure across member states.

Component Analysis

The tactical data links market by component is segmented into hardware, software, and services, each playing a crucial role in the overall functionality and performance of tactical communication systems. Hardware components, including data terminals, antennas, encryption devices, and modems, form the backbone of tactical data links by enabling secure and reliable transmission of information across various platforms. The demand for advanced hardware solutions is being driven by the need for higher data rates, enhanced security features, and ruggedized designs capable of withstanding harsh operational environments. As military forces upgrade their communication infrastructure, the hardware segment continues to capture a significant share of the market.

Software solutions are equally vital in the tactical data links ecosystem, providing the intelligence required for data routing, encryption, protocol management, and network optimization. The increasing complexity of modern warfare, coupled with the need for interoperability among diverse platforms, has led to the development of sophisticated software suites that support multi

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The drone data link system market research report identifies Advancements in electronic warfare as one of the primary drivers propelling the growth of the market. This driver is expected to create several growth opportunities and entice market vendors to make significant investments.

The drone data link system market research report offers several other key information including:

CAGR of the market during the forecast period 2020-2024
Detailed information on factors that will drive drone data link system market growth during the next five years
Precise estimation of the drone data link system market size and its contribution to the parent market
Accurate predictions on upcoming trends and changes in consumer behavior
The growth of the drone data link system market industry across North America, Europe, APAC, South America, and MEA
A thorough analysis of the market’s competitive landscape and detailed information on vendors
Comprehensive details of factors that will challenge the growth of drone data link system market vendors

Drone-to-Tractor Data Link Market Outlook

According to our latest research, the Global Drone-to-Tractor Data Link market size was valued at $420 million in 2024 and is projected to reach $1.56 billion by 2033, expanding at a robust CAGR of 15.3% during the forecast period of 2024–2033. The primary driver propelling this market’s global expansion is the increasing adoption of precision agriculture practices, which leverage real-time data exchange between drones and tractors to optimize farm productivity, reduce operational costs, and enhance sustainability. As agricultural stakeholders seek to maximize yields while minimizing environmental impact, the demand for seamless and reliable data links between unmanned aerial vehicles and ground machinery is surging across developed and emerging economies alike.

Regional Outlook

North America currently commands the largest share of the Drone-to-Tractor Data Link market, accounting for approximately 38% of global revenue in 2024. This dominance is attributed to the region’s highly mature agricultural technology ecosystem, widespread adoption of smart farming solutions, and robust infrastructure supporting digital connectivity in rural areas. The United States, in particular, leads with extensive investments in agri-tech startups, favorable government policies promoting precision agriculture, and a well-established network of technology providers and farm equipment manufacturers. Additionally, the presence of major industry players and early adopters among large-scale commercial farms further cements North America’s leadership in this space. The region’s focus on integrating IoT, AI, and cloud-based analytics with drone-to-tractor data links has set a benchmark for operational efficiency and data-driven decision-making in agriculture.

The Asia Pacific region is the fastest-growing market for drone-to-tractor data links, projected to register a CAGR exceeding 18.2% through 2033. This rapid expansion is fueled by escalating investments in agricultural modernization, government-led digital farming initiatives, and the increasing penetration of affordable drone and IoT technologies. Countries such as China, India, and Australia are at the forefront, with large-scale pilot projects aimed at improving food security and farm income through technology-driven solutions. The region’s vast arable land, coupled with a rapidly growing population and rising demand for higher crop yields, is driving the need for precise, real-time field data. Strategic collaborations between local agribusinesses, global technology firms, and research institutions are accelerating the deployment of advanced connectivity solutions, making Asia Pacific a hotbed for innovation and future market growth.

Emerging economies in Latin America and the Middle East & Africa are witnessing a gradual but promising uptake of drone-to-tractor data link technologies. While these regions currently represent a smaller share of the global market, their potential is significant, driven by increasing awareness of the benefits of digital agriculture and rising investments in rural connectivity infrastructure. However, challenges such as limited access to high-speed internet, fragmented landholdings, and varying regulatory frameworks can impede widespread adoption. Despite these hurdles, localized demand for precision farming solutions and supportive policy measures—such as subsidies for agri-tech adoption and pilot programs—are fostering a conducive environment for market entry and growth. As these regions bridge the digital divide, they are expected to contribute increasingly to global market revenues over the forecast period.

Report Scope

Space-Based Tactical Data Link Relay Market Outlook

According to our latest research, the global Space-Based Tactical Data Link Relay market size reached USD 1.38 billion in 2024, with robust growth driven by heightened demand for secure, real-time communication in defense and security operations. The market is projected to expand at a CAGR of 8.2% from 2025 to 2033, reaching an estimated USD 2.68 billion by 2033. This impressive growth is fueled by increasing military modernization programs, the proliferation of advanced satellite constellations, and the persistent need for resilient, high-bandwidth data links in contested environments.

A primary growth factor propelling the Space-Based Tactical Data Link Relay market is the escalating demand for secure and reliable communications in military and defense operations. As modern warfare increasingly relies on data-driven decision-making and network-centric operations, the necessity for uninterrupted, jam-resistant, and high-speed tactical data links has become paramount. Space-based relays provide a unique advantage by enabling beyond-line-of-sight (BLOS) communications, ensuring seamless connectivity between dispersed assets across vast geographical areas. This capability is especially critical for coordinating joint and coalition missions, where real-time data sharing and situational awareness can be the difference between mission success and failure. The integration of these systems with next-generation satellite architectures further enhances their effectiveness, allowing for dynamic bandwidth allocation, adaptive routing, and improved resilience against electronic warfare threats.

Another significant driver is the rapid advancement in satellite technology and the increasing deployment of small satellite constellations. These technological advancements have drastically reduced the cost and complexity of launching and maintaining space-based assets, making tactical data link relays more accessible to a broader range of defense and security agencies. The miniaturization of transceivers, antennas, and processors, coupled with the adoption of software-defined radios and advanced encryption algorithms, has enabled the development of highly flexible and scalable relay solutions. This evolution is not only enhancing the performance and reliability of tactical data links but also enabling rapid adaptability to emerging threats and operational requirements. As a result, defense organizations worldwide are accelerating investments in space-based communications infrastructure to maintain strategic superiority and operational agility.

The growing emphasis on multi-domain operations and integrated command and control (C2) systems is further fueling market expansion. Modern defense strategies increasingly require the seamless integration of air, land, sea, space, and cyber domains, necessitating robust and interoperable communication networks. Space-based tactical data link relays play a pivotal role in bridging communication gaps between disparate platforms and ensuring unified command structures. This is particularly relevant in scenarios involving unmanned aerial vehicles (UAVs), satellites, and ground stations, where real-time data exchange is critical for coordinated responses and rapid decision-making. The convergence of artificial intelligence, machine learning, and advanced analytics with space-based relay systems is also expected to unlock new capabilities, such as automated threat detection, predictive maintenance, and autonomous network management, further driving market growth.

From a regional perspective, North America continues to dominate the Space-Based Tactical Data Link Relay market, accounting for the largest share in 2024. This leadership is attributed to substantial investments by the United States Department of Defense in space-based communication programs, the presence of leading aerospace and defense contractors, and a robust ecosystem of satellite technology providers. Europe and Asia Pacific are also witnessing significant growth, driven by increasing defense budgets, regional security concerns, and collaborative initiatives to enhance space-based communication capabilities. The Middle East & Africa and Latin America are emerging as promising markets, with several countries prioritizing the modernization of their defense infrastructure to address evolving security challenges. As geopolitical tensions and asymmetric threats persist, the demand for advanced tactical data link relay solutions is expected to remain strong acro

Airborne Data Link Market Outlook

As per our latest research, the global airborne data link market size reached USD 8.2 billion in 2024, demonstrating robust momentum driven by technological advancements and increased defense spending. The market is projected to grow at a CAGR of 7.1% during the forecast period, reaching approximately USD 15.3 billion by 2033. This growth is primarily fueled by the intensifying demand for secure, real-time communication solutions in military and commercial aviation sectors, as well as the rapid proliferation of unmanned aerial vehicles (UAVs) across various applications.

One of the primary growth drivers for the airborne data link market is the escalating need for seamless and secure communication in modern warfare and commercial aviation. As the complexity of military operations increases, the necessity for real-time data exchange between airborne platforms and ground control stations becomes more pronounced. Airborne data links, which are critical for transmitting mission-critical information such as command and control (C2), intelligence, surveillance, and reconnaissance (ISR) data, have become indispensable. The integration of advanced avionics and the deployment of network-centric warfare strategies further amplify the demand for high-speed, reliable, and encrypted data link systems. Additionally, the ongoing modernization of legacy aircraft fleets and the adoption of next-generation communication protocols significantly contribute to market expansion.

Another significant growth factor is the exponential rise in the deployment of unmanned aerial vehicles (UAVs) for both defense and commercial applications. UAVs rely heavily on robust airborne data link systems to transmit telemetry, video, and sensor data over long distances. The surge in border surveillance, disaster management, and commercial drone operations has created a fertile environment for the adoption of sophisticated data link technologies. Moreover, the increasing emphasis on electronic warfare and cyber-resilience in the aerospace sector is prompting manufacturers to develop more secure and resilient data link solutions. Investments in research and development, coupled with collaborations between defense agencies and technology providers, are catalyzing the introduction of innovative products with enhanced bandwidth, reduced latency, and greater interoperability.

The market is also benefiting from the growing integration of satellite communication technologies, particularly in commercial aviation. Airlines are increasingly equipping their fleets with advanced airborne data link systems to enable real-time flight tracking, in-flight connectivity, and enhanced passenger experience. The adoption of Ka-band and Ku-band frequencies is enabling higher data throughput, supporting bandwidth-intensive applications such as high-definition video streaming and real-time diagnostics. Furthermore, regulatory mandates for air traffic management modernization, especially in regions like North America and Europe, are accelerating the deployment of data link solutions. These trends underscore the market’s trajectory towards greater digitization and connectivity in the aerospace domain.

Regionally, North America continues to dominate the airborne data link market, accounting for the largest revenue share in 2024. This leadership is attributed to substantial defense budgets, early adoption of cutting-edge technologies, and the presence of major aerospace and defense contractors. Europe follows closely, benefiting from collaborative defense programs and a strong commercial aviation sector. The Asia Pacific region is poised for the fastest growth, driven by increasing military modernization initiatives, a burgeoning commercial aviation industry, and rising investments in UAV technology. Latin America and the Middle East & Africa, while smaller in market size, are gradually embracing airborne data link solutions in response to evolving security threats and infrastructure upgrades.

Component Analysis

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Drone Data Link Market Outlook

As per our latest research, the global drone data link market size stood at USD 1.82 billion in 2024, supported by a robust compound annual growth rate (CAGR) of 23.1% from 2025 to 2033. Driven by rapid advancements in unmanned aerial vehicle (UAV) technology, increasing adoption across commercial and defense sectors, and the need for real-time data transmission, the market is on a strong growth trajectory. By 2033, the drone data link market is forecasted to reach USD 13.13 billion, reflecting the sector’s dynamic expansion and the growing reliance on secure, high-speed data communication solutions for drone operations worldwide.

The primary growth factor for the drone data link market is the surging demand for unmanned aerial vehicles across diverse applications, including surveillance, mapping, logistics, and agriculture. The proliferation of drones in both commercial and military domains has necessitated the development of robust, secure, and high-bandwidth communication links capable of transmitting large volumes of data in real time. As drones become more integral to critical operations such as disaster response, infrastructure inspection, and precision agriculture, the need for reliable data links that ensure seamless connectivity, remote control, and efficient payload data transfer is becoming paramount. This trend is further amplified by ongoing innovations in satellite communication, 5G integration, and software-defined radio technologies, which are enhancing the performance and versatility of data link systems.

Another key driver accelerating the growth of the drone data link market is the increasing regulatory support and government investments in UAV infrastructure. Regulatory bodies in major economies, including the United States, China, and the European Union, are actively working on frameworks to facilitate beyond-visual-line-of-sight (BVLOS) operations, which are heavily reliant on advanced data link solutions. These initiatives are fostering a conducive environment for market expansion by encouraging research and development, standardization of communication protocols, and the deployment of advanced frequency bands. Furthermore, the rising threat landscape and the need for enhanced situational awareness in defense and homeland security applications are pushing defense agencies to invest in next-generation drone data link technologies, further fueling market growth.

Technological advancements in frequency bands and miniaturization of hardware components are also playing a pivotal role in propelling the drone data link market. The evolution from traditional L and S bands to higher frequency bands like Ku and Ka is enabling higher data rates, lower latency, and improved resistance to interference. At the same time, the integration of artificial intelligence and machine learning into drone data link software is optimizing bandwidth utilization, enhancing encryption, and enabling autonomous decision-making capabilities. These innovations are not only expanding the scope of drone applications but also driving the adoption of data link solutions across new industry verticals, including energy, utilities, and media production.

From a regional perspective, North America continues to dominate the drone data link market, accounting for the largest revenue share in 2024, followed closely by Europe and Asia Pacific. The presence of leading drone manufacturers, advanced defense infrastructure, and robust R&D activities in the United States and Canada have cemented North America’s leadership. Meanwhile, Asia Pacific is emerging as the fastest-growing region, fueled by rapid industrialization, increasing investments in smart agriculture, and the expansion of commercial drone applications in countries like China, Japan, and India. Europe is also witnessing significant growth, driven by the adoption of drones in energy, construction, and environmental monitoring. The Middle East & Africa and Latin America are gradually catching up, supported by growing investments in infrastructure and security.

Preprint

Abstract

The World Wide Web is a complex interconnected digital ecosystem, where information and attention flow between platforms and communities throughout the globe. These interactions co-construct how we understand the world, reflecting and shaping public discourse. Unfortunately, researchers often struggle to understand how information circulates and evolves across the web because platform-specific data is often siloed and restricted by linguistic barriers. To address this gap, we present a comprehensive, multilingual dataset capturing all Wikipedia links shared in posts and comments on Reddit from 2020 to 2023, excluding those from private and NSFW subreddits. Each linked Wikipedia article is enriched with revision history, page view data, article ID, redirects, and Wikidata identifiers. Through a research agreement with Reddit, our dataset ensures user privacy while providing a query and ID mechanism that integrates with the Reddit and Wikipedia APIs. This enables extended analyses for researchers studying how information flows across platforms. For example, Reddit discussions use Wikipedia for deliberation and fact-checking which subsequently influences Wikipedia content, by driving traffic to articles or inspiring edits. By analyzing the relationship between information shared and discussed on these platforms, our dataset provides a foundation for examining the interplay between social media discourse and collaborative knowledge consumption and production.

Datasheet

Motivation

The motivations for this dataset stem from the challenges researchers face in studying the flow of information across the web. While the World Wide Web enables global communication and collaboration, data silos, linguistic barriers, and platform-specific restrictions hinder our ability to understand how information circulates, evolves, and impacts public discourse. Wikipedia and Reddit, as major hubs of knowledge sharing and discussion, offer an invaluable lens into these processes. However, without comprehensive data capturing their interactions, researchers are unable to fully examine how platforms co-construct knowledge. This dataset bridges this gap, providing the tools needed to study the interconnectedness of social media and collaborative knowledge systems.

Composition

WikiReddit, a comprehensive dataset capturing all Wikipedia mentions (including links) shared in posts and comments on Reddit from 2020 to 2023, excluding those from private and NSFW (not safe for work) subreddits. The SQL database comprises 336K total posts, 10.2M comments, 1.95M unique links, and 1.26M unique articles spanning 59 languages on Reddit and 276 Wikipedia language subdomains. Each linked Wikipedia article is enriched with its revision history and page view data within a ±10-day window of its posting, as well as article ID, redirects, and Wikidata identifiers. Supplementary anonymous metadata from Reddit posts and comments further contextualizes the links, offering a robust resource for analysing cross-platform information flows, collective attention dynamics, and the role of Wikipedia in online discourse.

Collection Process

Data was collected from the Reddit4Researchers and Wikipedia APIs. No personally identifiable information is published in the dataset. Data from Reddit to Wikipedia is linked via the hyperlink and article titles appearing in Reddit posts.

Preprocessing/cleaning/labeling

Extensive processing with tools such as regex was applied to the Reddit post/comment text to extract the Wikipedia URLs. Redirects for Wikipedia URLs and article titles were found through the API and mapped to the collected data. Reddit IDs are hashed with SHA-256 for post/comment/user/subreddit anonymity.

Uses

We foresee several applications of this dataset and preview four here. First, Reddit linking data can be used to understand how attention is driven from one platform to another. Second, Reddit linking data can shed light on how Wikipedia's archive of knowledge is used in the larger social web. Third, our dataset could provide insights into how external attention is topically distributed across Wikipedia. Our dataset can help extend that analysis into the disparities in what types of external communities Wikipedia is used in, and how it is used. Fourth, relatedly, a topic analysis of our dataset could reveal how Wikipedia usage on Reddit contributes to societal benefits and harms. Our dataset could help examine if homogeneity within the Reddit and Wikipedia audiences shapes topic patterns and assess whether these relationships mitigate or amplify problematic engagement online.

Distribution

The dataset is publicly shared with a Creative Commons Attribution 4.0 International license. The article describing this dataset should be cited: https://doi.org/10.48550/arXiv.2502.04942

Maintenance

Patrick Gildersleve will maintain this dataset, and add further years of content as and when available.

SQL Database Schema

Table: posts

Table: comments

Table: postlinks

Table: commentlinks

Seeing Data (http://seeingdata.org/original-seeing-data-research/) aimed to understand how people make sense of data visualisations.The Seeing Data website includes a full description of the research aims and of the methods that we used, and links to all publications (journal articles, books and book chapters, blog posts, webinars, podcasts etc) that resulted from the project. Links to the visualisations we used in our focus group research can be found here: http://seeingdata.org/developing-visualisation-literacy/rate-these-visualisations/.

Description

This comprehensive dataset contains detailed information about sleep health and lifestyle metrics across a diverse range of individuals. With over 850 records for the reduced, and 1500 records for the extended. It offers rich insights into the relationships between sleep patterns, physical activity, stress levels, and cardiovascular health indicators.

Dataset Features

• Person ID: Unique identifier for each individual
• Gender: Gender of the person (Male/Female)
• Age: Age of the person in years (18-80)
• Occupation: Profession of the person (15 different occupations)
• Sleep Duration: Number of hours of sleep per day (4.5-10 hours)
• Quality of Sleep: Subjective rating of sleep quality (scale: 1-10)
• Physical Activity Level: Minutes of physical activity per day (0-180 minutes)
• Stress Level: Subjective rating of stress (scale: 1-10)
• BMI Category: Body Mass Index category (Underweight, Normal, Overweight, Obese)
• Blood Pressure: Blood pressure measurement (systolic/diastolic)
• Heart Rate: Resting heart rate in beats per minute (40-120 bpm)
• Daily Steps: Number of steps walked per day (1,000-20,000)
• Sleep Disorder: Presence of sleep disorders (None, Insomnia, Sleep Apnea, Restless Leg Syndrome, Narcolepsy)

Potential Uses

This dataset is valuable for: - Analyzing correlations between physical activity and sleep quality - Exploring relationships between occupation types and stress levels - Investigating how sleep disorders relate to cardiovascular metrics - Building predictive models for sleep quality or disorder risk - Creating visualizations to understand health patterns across different demographics

Data Generation

The dataset was created by augmenting an original sample with statistically consistent synthetic data to enhance diversity and research potential. Special attention was given to creating realistic correlations between variables (e.g., higher physical activity tends to correlate with lower resting heart rates and better sleep quality).

Notes

• Sleep disorders follow realistic distributions (70% None, 10% Insomnia, 10% Sleep Apnea, 5% Restless Leg Syndrome, 5% Narcolepsy)
• Physical activity levels have been expanded to show greater variation (0-180 minutes) to enable more robust visualization and analysis
• Demographic diversity has been enhanced to reflect a wider range of ages, occupations, and gender identities

Acknowledgements

This dataset was developed for educational and research purposes. While based on patterns from real health data, individual records have been generated synthetically to ensure privacy while maintaining realistic health patterns and relationships.

Reforms in undergraduate science education place an increasing emphasis on teaching the skills of practicing scientists, such as reading and interpreting the primary research literature. Many approaches have been proposed to introduce students to the primary research literature. One approach, the C.R.E.A.T.E. (Consider, Read, Elucidate hypotheses, Analyze and interpret data, Think of the next Experiment) method, leads students through a deconstruction of a research paper. However, the C.R.E.A.T.E. approach, as with many other approaches including more traditional journal club discussions, has primarily been implemented in small courses or discussion sections. Yet, at many larger colleges and universities, lecture courses do not have separate discussion sections. As a result, I modified the C.R.E.A.T.E. approach into a small group modified jigsaw activity. Students work in groups of four with each student assigned a role that corresponds with parts of C.R.E.A.T.E. Students complete a draft of their role's work prior to class. During class, students share their role with other members of their group and receive feedback. Then, group members work together to develop a final concept map that links together the different components of C.R.E.A.T.E. Students who used this approach self-reported significant gains in their ability to read and interpret the primary literature. However, their beliefs about science and scientists did not change in the same way as has been reported for the original C.R.E.A.T.E. method. Students report different components of the modified C.R.E.A.T.E. approach to be useful in their understanding of research articles and course material.