References

AAAI ACM. n.d. “Conference on Artificial Intelligence, Ethics, and Society.” In AAAI. Accessed January 12, 2026. https://aaai.org/conference/aies/.

AbdulMajedRaja, RS. 2019. “Python Seaborn Plots in R Using Reticulate.” In Medium. https://medium.com/data-science/python-seaborn-plots-in-r-using-reticulate-fb59cebf61a7.

ACM. 2021. The Code for Computing Professionals. https://www.acm.org/code-of-ethics.

ACM. n.d. ACM FAccT Conference. Accessed January 12, 2026. https://facctconference.org/.

Aden-Buie, Garrick. 2020. Starwarsdb: Relational Data from the ’Star Wars’ API for Learning and Teaching. https://cran.r-project.org/web/packages/starwarsdb/index.html.

Alex Notov. 2025. Introduction to Claude Skills. https://platform.claude.com/cookbook/skills-notebooks-01-skills-introduction#discovering.

Allaire, J. J. 2021. Shiny - Application Layout Guide. https://shiny.posit.co/r/articles/build/layout-guide/.

Allaire, J. J. 2023. “RStudio: Code Snippets in the RStudio IDE.” In Posit Support. https://support.posit.co/hc/en-us/articles/204463668-Code-Snippets-in-the-RStudio-IDE.

Allaire, JJ, Christophe Dervieux, Carlos Scheidegger, Charles Teague, and Yihui Xie. 2023. “Quarto - Guide.” In Quarto. https://quarto.org/docs/guide/.

Allam, Abdelrahman Mohamed. 2023. “SQL: 7 Bad Practices to Avoid When Writing SQL Queries for Better Performance 🚀.” In DEV Community. https://dev.to/abdelrahmanallam/7-bad-practices-to-avoid-when-writing-sql-queries-for-better-performance-c87.

Andy Teucher, and Kenton Russell. 2024. Rmapshaper: Client for ’Mapshaper’ for ’Geospatial’ Operations. https://andyteucher.ca/rmapshaper/.

Anthropic. 2024. Building Effective AI Agents. https://www.anthropic.com/engineering/building-effective-agents.

Anthropic. n.d.-a. “Best Practices for Claude Code.” In Claude Code Docs. Accessed April 13, 2026. https://code.claude.com/docs/en/best-practices.

Anthropic. n.d.-b. “Claude Code Overview.” In Claude Code Docs. Accessed April 16, 2026. https://code.claude.com/docs/en/overview.

Anthropic Engineering. 2025. Effective Context Engineering for AI Agents. https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents.

Anthropic Engineering. n.d.-a. “Prompt Engineering Overview.” In Claude API Docs. Accessed April 10, 2026. https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/overview.

Anthropic Engineering. n.d.-b. “Prompting Best Practices.” In Claude API Docs. Accessed April 6, 2026. https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices.

APA. 2022. “FAQs about IRBs.” In Https://Www.apa.org. https://www.apa.org/advocacy/research/defending-research/review-boards.

Appelhans, Tim, Florian Detsch, Christoph Reduenbach, and Stefan Woellauer. 2023. Mapview: Interactive Viewing of Spatial Data in R. https://r-spatial.github.io/mapview/.

Areheart, Bradley A, and Jessica L Roberts. 2019. “GINA, Big Data, and the Future of Employee Privacy.” The Yale Law Journal.

ASA. 2021. Ethical Guidelines for Statistical Practice. https://www.amstat.org/ASA/Your-Career/Ethical-Guidelines-for-Statistical-Practice.aspx.

Ashby Thorpe. 2025. Selenider: Concise, Lazy and Reliable Wrapper for ’Chromote’ and ’Selenium’. https://ashbythorpe.github.io/selenider/index.html.

Association, DS. 2021. Code of Conduct. https://www.datascienceassn.org/code-of-conduct.html.

Astral. 2025a. Ruff, an Extremely Fast Python Linter. https://astral.sh/ruff.

Astral. 2025b. Uv: An Extremely Fast Python Package and Project Manager Written in Rust. https://docs.astral.sh/uv/.

Atkins, Aron, Jonathan McPherson, and JJ Allaire. 2023. Rsconnect: Deployment Interface for R Markdown Documents and Shiny Applications. RStudio. https://github.com/rstudio/rsconnect.

Atuo, Elabonga. 2025. “Web Scraping With RSelenium (Chrome Driver) and Rvest.” In freeCodeCamp.org. https://www.freecodecamp.org/news/web-scraping-with-rselenium-chrome-driver-and-rvest/.

AutoML. n.d. Ethics and Accessibility Guidelines. Accessed December 26, 2022. https://2023.automl.cc/ethics/.

AWS Open Source promotional credits program. n.d. Paws: An AWS SDK for R. Accessed August 19, 2024. https://www.paws-r-sdk.com/.

Baer, Tobais. 2019. Understand, Manage, and Prevent Algorithmic Bias. 1st ed. Aprees.

Balamuta, James. 2020a. Errorist: Automatically Search Errors or Warnings. https://CRAN.R-project.org/package=errorist.

Balamuta, James. 2020b. Searcher: Query Search Interfaces. https://CRAN.R-project.org/package=searcher.

Bates, Douglas, Martin Maechler, and Mikael Jagan. 2023. Matrix Package (Base R Install). https://cran.r-project.org/web/packages/Matrix/index.html.

Benoit, Kenneth, Kohei Watanabe, Haiyan Wang, Paul Nulty, Adam Obeng, and Stefan Mul. 2018. “Quanteda: An R Package for the Quantitative Analysis of Textual Data.” JOSS 3 (30): 774. https://doi.org/10.21105/joss.00774.

Bex Tuychiyev. 2025. Python UV: The Ultimate Guide to the Fastest Python Package Manager. https://www.datacamp.com/tutorial/python-uv.

Bispo, Nuno. 2024. Pdfplumber: A Guide to PDF Text and Table Extraction. https://unstract.com/blog/guide-to-pdfplumber-text-and-table-extraction-capabilities/.

Bivand, Edzer Pebesma, Roger. 2023. Spatial Data Science: With Applications in R. Chapman and Hall/CRC. https://doi.org/10.1201/9780429459016.

Boettiger, Carl, and Dirk Eddelbuettel. 2017. “An Introduction to Rocker: Docker Containers for R.” The R Journal 9 (2): 527–36. https://journal.r-project.org/archive/2017/RJ-2017-065/index.html.

Bracey, Kali, and Marguerite Moeller. 2018. Legal Considerations When Using Big Data and Artificial Intelligence to Make Credit Decisions. https://github.com/AU-datascience/data/blob/main/413-613/Bracey%20Moeller%20Unregulated%20e-scores%20March%202018.pdf.

BRITECITY. 2026. Data Privacy Compliance Guide for Businesses GDPR, CCPA, State Laws BRITECITY. https://britecity.com/articles/data-privacy-compliance-guide.

Brown University, Science and Technology Studies. 2021. A Framework for Making Ethical Decisions. https://www.brown.edu/academics/science-and-technology-studies/framework-making-ethical-decisions.

Bryan, Jennifer. 2023a. Gapminder: Data from Gapminder. https://jennybc.github.io/gapminder/.

Bryan, Jennifer. 2023b. Googlesheets4: Access Google Sheets Using the Sheets API V4. https://googlesheets4.tidyverse.org.

Bryan, Jennifer. 2023c. Repurrrsive: Examples of Recursive Lists and Nested or Split Data Frames. https://jennybc.github.io/repurrrsive/.

Bryan, Jennifer, and Jim Hester. 2023. Happy Git and GitHub for the useR. https://happygitwithr.com/index.html.

Bryan, Jennifer, Jim Hester, David Robinson, Hadley Wickham, and Christopher Dervieuz. 2022. Reprex: Prepare Reproducible Example Code via the Clipboard. https://reprex.tidyverse.org.

Bureau, US Census. 2023. “Understanding Differential Privacy.” Government in Census.gov. https://www.census.gov/programs-surveys/decennial-census/decade/2020/planning-management/process/disclosure-avoidance/differential-privacy.html.

Calzon, Bernadita. 2021. “Misleading Statistics – Real World Examples For Misuse of Data.” In BI Blog Data Visualization & Analytics Blog Datapine. https://www.datapine.com/blog/misleading-statistics-and-data/.

Cantino, Andrew. 2013. SelectorGadget: Point and Click CSS Selectors. https://selectorgadget.com/.

Chang, Winston. 2020. Shiny - Modularizing Shiny App Code. https://shiny.posit.co/r/articles/improve/modules/.

Chang, Winston, Joe Cheng, J. J. Allaire, et al. 2022. Shiny: Web Application Framework for R. https://cran.r-project.org/web/packages/shiny/.

Chang, Winston, and Barret Schloerke. 2024. Chromote: Headless Chrome Web Browser Interface. https://rstudio.github.io/chromote/index.html.

Chen, Daniel. 2026. Pyprojroot: Project-oriented Workflow in Python. https://github.com/chendaniely/pyprojroot.

Cheng, Joe. 2025a. Abstractions for Promise-Based Asynchronous Programming. https://github.com/rstudio/promises.

Cheng, Joe. 2025b. Vignette on the Promisespackage. https://rstudio.github.io/promises/articles/promises_01_motivation.html.

City of Chicago. n.d. RSocrata Package for Socrata Open Data Portals. Accessed April 13, 2026. https://dev.socrata.com/connectors/rsocrata.html.

“Claude Code Create Custom Subagents.” n.d. In Claude Code Docs. Accessed April 19, 2026. https://code.claude.com/docs/en/sub-agents.

“Claude Code Define Your Agent.” n.d. In Claude API Docs. Accessed April 19, 2026. https://platform.claude.com/docs/en/managed-agents/agent-setup.

Codd, E. F. 1970. “A Relational Model of Data for Large Shared Data Banks.” Communications of the ACM 13 (6): 377–87. https://doi.org/10.1145/362384.362685.

Commission, European. n.d. AI Act Enters into Force - European Commission. Accessed January 9, 2025. https://commission.europa.eu/news/ai-act-enters-force-2024-08-01_en.

Contributors, PROJ. 2024. “PROJ — PROJ 9.5.0 Documentation.” In PROJ. https://proj.org/.

Csardi, Garbor. 2022. Keyring: Access the System Credential Store from R. https://r-lib.github.io/keyring/index.html.

Csardi, Garbor, Tamas Nepusz, Vincent Tragg, et al. 2023. Igraph: Network Analysis and Visualization in R. https://doi.org/10.5281/zenodo.7682609.

Cynthia Brewer, Mark Harrower, and Pennsylvania State University. 2025. “ColorBrewer: Color Advice for Maps.” In Colorbrewer 2.0. https://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3.

DAIR-AI. 2025. Prompt Engineering Guide. https://www.promptingguide.ai/.

Dave Cooley, and Andy Teucher. 2022. Geojsonsf: A Simple, Low-Dependency and Fast Converter Between GeoJSON and Simple Feature Objects in R. https://github.com/SymbolixAU/geojsonsf.

David-Engel. 2023. ODBC: Microsoft Open Database Connectivity (ODBC) - Open Database Connectivity (ODBC). https://learn.microsoft.com/en-us/sql/odbc/microsoft-open-database-connectivity-odbc?view=sql-server-ver16.

Deckmyn, Original S. code by Richard A. Becker and Allan R. Wilks R. version by Ray Brownrigg Enhancements by Thomas P. Minka and Alex. 2022. Maps: Draw Geographical Maps. https://cran.r-project.org/web/packages/maps/.

Desjardins, Jeff. 2017. Every Single Cognitive Bias in One Infographic. https://www.visualcapitalist.com/every-single-cognitive-bias/.

Developers, Numpy. 2023. NumPy User Guide — NumPy V1.25 Manual. https://numpy.org/doc/stable/user/index.html.

Developers, Pandas. 2023. Pandas User Guide. https://pandas.pydata.org/pandas-docs/stable/user_guide/index.html.

DHUD, US. 2021. Fair Housing Act. https://www.hud.gov/program_offices/fair_housing_equal_opp/fair_housing_act_overview.

Dilmegani, Cem. 2024. “What Is Model Drift? Types & 4 Ways to Overcome.” In AIMultiple: High Tech Use Cases &Amp; Tools to Grow Your Business. https://research.aimultiple.com/model-drift/.

Dilmegani, Cem. 2025. “AI Ethics Dilemmas with Real Life Examples in 2026.” In AIMultiple: High Tech Use Cases &Amp; Tools to Grow Your Business. https://research.aimultiple.com/ai-ethics/.

DiLorenzo, Paolo. 2023. Usmap: Convenient Plotting of US Choropleths That Include Alaska and Hawaii. https://usmap.dev/.

Docker. 11:50:25 -0700 -0700. “Docker Guides.” In Docker Documentation. https://docs.docker.com/guides/.

Docs, MDN Web. 2023. Document Object Model (DOM) - Web APIs. https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model.

DoD, US. 2020. DOD Adopts 5 Principles of Artificial Intelligence Ethics. https://www.defense.gov/Explore/News/Article/Article/2094085/dod-adopts-5-principles-of-artificial-intelligence-ethics/.

DOEd, US. n.d. Family Educational Rights and Privacy Act (FERPA). Guides. Accessed April 1, 2020. https://studentprivacy.ed.gov/ferpa.

DuckDB. 2023a. “DBeaver SQL IDE.” In DuckDB. https://duckdb.org/docs/guides/sql_editors/dbeaver.html.

DuckDB. 2023b. “DuckDB Installation.” In DuckDB. https://duckdb.org/docs/installation/.

DuckDB. 2023c. “DuckDB: An in-Process SQL OLAP Database Management System.” In DuckDB. https://duckdb.org/.

Earth, Natural. 2023. Natural Earth - Free Vector and Raster Map Data at 1:10m, 1:50m, and 1:110m Scales. https://www.naturalearthdata.com/.

Edelman, Gilead. 2020. Everything You Need to Know About the CCPA. https://www.wired.com/story/ccpa-guide-california-privacy-law-takes-effect/.

EEOC, US. 2021a. Genetic Information Nondiscrimination Act of 2008. https://www.eeoc.gov/laws/statutes/gina.cfm.

EEOC, US. 2021b. Laws Enforced by EEOC. https://www.eeoc.gov/statutes/laws-enforced-eeoc.

ESRI. 2023. GIS Mapping Software, Location Intelligence & Spatial Analytics Esri. https://www.esri.com/en-us/home.

ExpertPanel®, Forbes. 2024. “20 Tips For Addressing Unconscious Bias At Work From The Top Down.” Leadership in Forbes. https://www.forbes.com/councils/forbeshumanresourcescouncil/2024/09/13/20-tips-for-addressing-unconscious-bias-in-the-workplace-starting-from-the-top-down/.

Explorer, Internet. 2023. “The Trade-offs Between Database Normalization and Denormalization.” In DEV Community. https://dev.to/er_dward/the-trade-offs-between-database-normalization-and-denormalization-4kdo.

Fay, Colin, Sébastien Rochette, Vincent Guyader, and Cervan Girard. 2023. Engineering Production-Grade Shiny Apps. https://engineering-shiny.org/index.html.

Feinerer, Ingo, and Kurt Hornik. 2023. Tm - Text Mining Package. https://tm.r-forge.r-project.org/.

Fellows, Ian. 2018. Wordcloud: Word Clouds. https://cran.r-project.org/web/packages/wordcloud/index.html.

Ferrari, Marco. 2024. Super-Linter/Super-Linter. Super Linter. https://github.com/super-linter/super-linter.

Fiksel, Jacob. 2021. GitHub Classroom for Students. https://github.com/jfiksel/github-classroom-for-students.

Fleisher, Will. 2024. “AI Ethics.” In Center for Digital Ethics. https://digitalethics.georgetown.edu/research-programs/artificial-intelligence-ai-ethics/.

Flight, Robert. 2014. Analysis as Packages. http://rmflight.github.io/posts/2014/07/analyses_as_packages.html.

Foundation, MariaDB. 2023a. “Basic SQL Debugging.” In MariaDB KnowledgeBase. https://mariadb.com/kb/en/basic-sql-debugging/.

Foundation, MariaDB. 2023b. “Database Theory.” In MariaDB KnowledgeBase. https://mariadb.com/kb/en/database-theory/.

FTC. 2013a. Children’s Online Privacy Protection Rule ("COPPA"). https://www.ftc.gov/enforcement/rules/rulemaking-regulatory-reform-proceedings/childrens-online-privacy-protection-rule.

FTC, US. 2013b. Fair Credit Reporting Act. https://www.ftc.gov/enforcement/statutes/fair-credit-reporting-act.

FTC, US. 2018. Credit Reporting Information. https://www.ftc.gov/news-events/media-resources/consumer-finance/credit-reporting.

Gagolewski, Marek. 2026. Deep R Programming. Marek Gagolewski. https://doi.org/10.5281/zenodo.7490464.

Garnier, Simon, Noam Ross, and Robert Rudis. 2023. Viridis(Lite): Colorblind-Friendly Color Maps for R. https://sjmgarnier.github.io/viridis/index.html.

Git. 2023. Git - Documentation. https://git-scm.com/doc.

Git. 2024. Customizing Git - Git Hooks. https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks.

GitHub. 2023a. “Collaborating with Pull Requests.” In GitHub Docs. https://ghdocs-prod.azurewebsites.net/en/pull-requests/collaborating-with-pull-requests.

GitHub. 2023b. “GitHub Flow.” In GitHub Docs. https://ghdocs-prod.azurewebsites.net/en/get-started/quickstart/github-flow.

GitHub. 2023c. “Resolving a Merge Conflict on GitHub.” In GitHub Docs. https://ghdocs-prod.azurewebsites.net/en/pull-requests/collaborating-with-pull-requests/addressing-merge-conflicts/resolving-a-merge-conflict-on-github.

GitHub. 2024a. “GitHub Actions Documentation.” In GitHub Docs. https://docs.github.com/en/actions.

GitHub. 2024b. “Understanding GitHub Actions.” In Understanding GitHub Actions. https://docs.github.com/en/actions/about-github-actions/understanding-github-actions.

GO-FAIR. n.d. “FAIR Principles.” In GO FAIR. Accessed January 11, 2026. https://www.go-fair.org/fair-principles/.

Google. 2023. “Robots.txt Introduction and Guide.” In Google for Developers. https://developers.google.com/search/docs/crawling-indexing/robots/intro.

Google. n.d. Agent Development Kit (ADK). Accessed April 19, 2026. https://adk.dev.

GoogleAI. 2025. “Our Principles.” In Google AI. https://ai.google/principles/.

Granjon, David. 2022. Shiny Outstanding User Interfaces with Shiny. https://unleash-shiny.rinterface.com/index.html.

Grolemund, Garrett. 2017. Shiny - Shiny HTML Tags Glossary. https://shiny.posit.co/r/articles/build/tag-glossary/.

Grolemund, Garrett, Joe Cheng, and Mine Cetinkaya-Rundel. 2017. Shiny - Customize Your UI with HTML. https://shiny.posit.co/r/articles/build/html-tags/.

Grolemund, Garrett, and Hadley Wickham. 2011. “Lubridate: Dates and Times Made Easy with Lubridate.” Journal of Statistical Software 40 (3): 1–25. https://www.jstatsoft.org/v40/i03/.

groq. n.d. API Reference - GroqDocs. Accessed April 19, 2026. https://console.groq.com/docs/api-reference#chat-create.

Group, PostgreSQL Global Development. 2023. “SQL: PostgreSQL Using EXPLAIN.” In PostgreSQL Documentation. https://www.postgresql.org/docs/15/using-explain.html.

Grün, Bettina, and Kurt Hornik. 2023. Topicmodels: Topic Models. https://cran.r-project.org/web/packages/topicmodels/index.html.

gskinner. n.d. “RegExr: Learn, Build, & Test RegEx.” In RegExr. Accessed July 22, 2023. https://regexr.com/.

Hankar, Mustapha, Mohammed Kasri, and Abderrahim Beni-Hssane. 2025. “A Comprehensive Overview of Topic Modeling: Techniques, Applications and Challenges.” Neurocomputing 628 (May): 129638. https://doi.org/10.1016/j.neucom.2025.129638.

Harrison, John. 2023a. RSelenium: R Bindings for ’Selenium WebDriver’. https://docs.ropensci.org/RSelenium/.

Harrison, John. 2023b. RSelenium: Vignette on Basics. https://docs.ropensci.org/RSelenium/articles/basics.html.

Haviv, Yaron, and Noah Gift. 2023. Implementing ML OPs in the Enterprise. First. O’Reilly Media, Inc. https://www.oreilly.com/library/view/implementing-mlops-in/9781098136574/.

Hester, Jim, Florent Angly, Russ Hyde, et al. 2024. Lintr: A ’Linter’ for R Code. https://lintr.r-lib.org/.

Hester, Jim, and Jennifer Bryan. 2022. Glue: Interpreted String Literals. https://glue.tidyverse.org/.

Hester, Jim, Hadley Wickham, and Jennifer Bryan. 2023. Vroom: Read and Write Rectangular Text Data Quickly. https://vroom.r-lib.org/.

Hester, Jim, Hadley Wickham, and Oliver Gjoneski. 2023. Odbc: Connect to ODBC Compatible Databases (Using the DBI Interface). https://r-dbi.github.io/odbc/.

HIPAA Partners Team. 2025. HIPAA Compliant Data Analytics: Privacy-Preserving Healthcare Insights. https://hipaapartners.com/blog/hipaa-compliant-data-analytics-privacy-preserving-healthcare-insights.

Holywell, Simon. 2023. SQL Style Guide by Simon Holywell. https://www.sqlstyle.guide.

Horst, Allison. 2020. Palmerpenguins. https://github.com/allisonhorst/palmerpenguins.

Htmlhint/HTMLHint. 2024. HTMLHint. https://github.com/htmlhint/HTMLHint.

Hunter, John, Darren Dale, Eric Firing, and Michael Droettboom. 2003. Matplotlib User Guide. https://matplotlib.org/stable/users/index.html.

Hvitfeldt, Emil. 2018. Usethis Workflow for Package Development. https://www.hvitfeldt.me/blog/usethis-workflow-for-package-development/.

IBM. 2019. “IBM’S Principles for Data Trust and Transparency.” In IBM Policy. https://www.ibm.com/policy/trust-principles/.

IEAI-ML. 2021. Awesome AI Guidelines. https://github.com/EthicalML/awesome-artificial-intelligence-guidelines.

Implicit, Project. 2022. Testing. https://implicit.harvard.edu/implicit/.

INFORMS. 2021. INFORMS Ethics Guidelines. https://www.informs.org/About-INFORMS/Governance/INFORMS-Ethics-Guidelines.

INNOQ. 2024. “An Overview of the End-to-End Machine Learning Workflow.” In An Overview of the End-to-End Machine Learning Workflow. https://ml-ops.org/.

Institute, UX Design. 2023. Why UX Testing Is so Important for Your Product in 2023. https://www.uxdesigninstitute.com/blog/why-ux-testing-is-so-important/.

IOGP. 2023. EPSG Geodetic Parameter Dataset. https://epsg.org/home.html.

Islam, S. M. Amdadul. 2023. “An Overview of Relative Path in Linux [The Complete Guide].” In LinuxSimply. https://linuxsimply.com/relative-path-in-linux/.

Japkowicz, Nathalie, and Zois Boukouvalas. 2024. Machine Learning Evaluation Pattern Recognition and Machine Learning. Cambridge University Press. https://www.cambridge.org/us/academic/subjects/computer-science/pattern-recognition-and-machine-learning/machine-learning-evaluation-towards-reliable-and-responsible-ai, https://www.cambridge.org/us/academic/subjects/computer-science/pattern-recognition-and-machine-learning.

Jennifer Bryan, Jim Hester, Shannon Pileggi, and E. Davaid Aja. 2025. What They Forgot to Teach You About R. https://rstats.wtf/.

Jeremey Singer-Vine. n.d. Pdfplumber: Plumb a PDF for Detailed Information about Each Char, Rectangle, and Line. Accessed April 20, 2026. https://github.com/jsvine/pdfplumber.

Jim Hester, Hadley Wickham, and Gábor Csárdi. 2025. Fs: Cross-Platform File System Operations Based on Libuv. https://fs.r-lib.org/.

Joe Cheng, Winston Chang, Steve Reid, James Brown, Bob Trower, and Alexander Peslyak. 2025. Httpuv: HTTP and WebSocket Server Library. https://rstudio.github.io/httpuv/.

Karthik, Ram, and Karl Broman. 2023. aRxiv: Interface to the arXiv API. https://docs.ropensci.org/aRxiv/.

Kendry Cherry MsED. 2025. “How Does Implicit Bias Influence Behavior?” Verywell in Verywell Mind. https://www.verywellmind.com/implicit-bias-overview-4178401.

khushboogoyal499. 2022. “SQL Performance Tuning.” SQL in GeeksforGeeks. https://www.geeksforgeeks.org/sql-performance-tuning/.

kingthorin, and OWASP Foundation. 2023. SQL Injection. https://owasp.org/www-community/attacks/SQL_Injection.

Kirill Müller. 2025. Here: A Simpler Way to Find Your Files. https://here.r-lib.org/.

Kurmi, Ashish. 2024. “7 GitHub Actions Security Best Practices (With Checklist).” In 7 GitHub Actions Security Best Practices (With Checklist). https://www.stepsecurity.io/blog/github-actions-security-best-practices.

Lamstein, Ari, and Logan Powell. 2023. “A Guide to Working with US Census Data in R.” In A Guide to Working with US Census Data in R. https://rconsortium.github.io/censusguide/.

Laurie Harris. 2025. Regulating Artificial Intelligence: U.S. And International Approaches and Considerations for Congress- a CRS Report. Legislation. https://www.congress.gov/crs-product/R48555.

Law and More Attorneys. 2025. Data Privacy In 2025: How The GDPR Is Evolving With AI & Big Data. https://highpowerlasertherapy.com/law/blog/data-privacy-in-2025-how-the-gdpr-is-evolving-with-ai-and-big-data/.

Li, Jingyang, and Guoqiang Li. 2025. “Triangular Trade-off Between Robustness, Accuracy, and Fairness in Deep Neural Networks: A Survey.” ACM Comput. Surv. 57 (6): 140:1–40. https://doi.org/10.1145/3645088.

Loukides, Mike, Hilary Mason, and DJ Patil. 2018. Ethics and Data Science. 1st ed. O’Reilly Media, Inc. https://www.oreilly.com/library/view/ethics-and-data/9781492043898/.

Lovelace, Robin, Jakub Nowosad, and Jannes Muenchow. 2023. Geocomputation with R. https://r.geocompx.org/.

Lucet, Valentin. 2023. Git and GitHub from the Terminal & RStudio: An Introduction. https://valentinlucet.com/git-and-github-with-r-workshop/#exercise-5-git-of-war-or-conflicts-and-how-to-resolve-them.

Luo, Junyu. 2026. Luo-Junyu/Awesome-Agent-Papers. https://github.com/luo-junyu/Awesome-Agent-Papers.

Luo, Junyu, Weizhi Zhang, Ye Yuan, et al. 2025. Large Language Model Agent: A Survey on Methodology, Applications and Challenges. arXiv:2503.21460. arXiv. https://doi.org/10.48550/arXiv.2503.21460.

Maelle Salmon. n.d. Maëlle Salmon. Accessed November 16, 2025. https://masalmon.eu/.

Martin, Robert. 2008. Clean Code: A Handbook of Agile Software Craftmanship. 1st ed. Pearson.

Martoglio, Enzo. 2018. rpivotTable: A Pivot Table for R. https://cran.r-project.org/web/packages/rpivotTable/vignettes/rpivotTableIntroduction.html.

Massicotte, Phillpe, and Andy South. 2023. Rnaturalearth: World Map Data from Natural Earth. https://docs.ropensci.org/rnaturalearth/.

McKinney, Wes. 2022. Python for Data Analysis, 3E. https://wesmckinney.com/book/.

McPherson, Jonathan. 2023. “Debugging R Code with the RStudio IDE.” In Posit Support. https://support.posit.co/hc/en-us/articles/200713843-Debugging-R-code-with-the-RStudio-IDE.

Mei, Lingrui, Jiayu Yao, Yuyao Ge, et al. 2025. “A Survey of Context Engineering for Large Language Models.” In arXiv.org. https://arxiv.org/abs/2507.13334v2.

mermaid.js. 2023. Mermaid Diagramming and Charting Tool. http://mermaid.js.org/.

Merriam-Webster. 2021. Next Stop: “Trolley Problem”. https://www.merriam-webster.com/words-at-play/trolley-problem-moral-philosophy-ethics.

Mestel, Craig, and Amie Bright. 2023. “SQL Style Guide - GitLab.” In GitLab. https://about.gitlab.com/handbook/business-technology/data-team/platform/sql-style-guide/.

Metabase. 2023. “SQL: Best Practices for Writing SQL Queries.” In Metabase Business Intelligence, Dashboards, and Data Visualization. https://www.metabase.com/learn/sql-questions/sql-best-practices.

Michael Waskom. 2023. Seaborn: User Guide and Tutorial. https://seaborn.pydata.org/tutorial.html.

Microsoft. n.d. Playwright-Fast and Reliable End-to-End Testing for Modern Web Apps. Accessed April 27, 2025. https://playwright.dev/.

Mühleisen, Hannes, Mark Raasveldt, Stichting DuckDB Foundation, et al. 2023. Duckdb: DBI Package for the DuckDB Database Management System. https://cran.r-project.org/web/packages/duckdb/index.html.

Muller, Kirill, Lorenz Walthert, and Indraheet Patil. 2024. Styler: Non-Invasive Pretty Printing of R Code. https://styler.r-lib.org/index.html.

Nantz, Eric. 2019. Shiny: Effective Use of Shiny Modules in Application developmentPosit. https://posit.co/resources/videos/effective-use-of-shiny-modules-in-application-development/.

Nature. 2025. “Let 2026 Be the Year the World Comes Together for AI Safety.” Nature 649 (8095): 7–7. https://doi.org/10.1038/d41586-025-04106-0.

Nohe, Patrick. 2017. What Is the Dark Web? https://www.thesslstore.com/blog/what-is-the-dark-web/.

Nüst, Daniel, Dirk Eddelbuettel, Dom Bennett, et al. 2020. “The Rockerverse: Packages and Applications for Containerisation with R.” The R Journal 12 (1): 437. https://doi.org/10.32614/RJ-2020-007.

O’Brien, Matt. 2019. MIT Researcher Exposing Bias in Facial Recognition Tech ... https://www.insurancejournal.com/news/national/2019/04/08/523153.htm.

O’Neil, Cathy. 2017. Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy. https://weaponsofmathdestructionbook.com/.

Obermeyer, Ziad, Rebecca Nissan, Michael Stern, Stehpanie Eaneff, Emily Joy Bembeneck, and Sendhil Mullainathan. 2021. Algorithmic Bias Playbook. https://www.chicagobooth.edu/-/media/project/chicago-booth/centers/caai/docs/algorithmic-bias-playbook-june-2021.pdf.

Oeppen, Jim, and James W. Vaupel. 2002. “Broken Limits to Life Expectancy.” Science (New York, N.Y.) 296 (5570): 1029–31. https://doi.org/10.1126/science.1069675.

OGC. 2023. “OGC: Open Geospatial Consortium.” In Open Geospatial Consortium. https://www.ogc.org/.

“Ollama’s Documentation.” 2026. In Ollama. https://docs.ollama.com.

Ooms, Jeroen. 2014. “Jsonlite: The Jsonlite Package: A Practical and Consistent Mapping Between JSON Data and R Objects.” arXiv:1403.2805 [Stat.CO]. https://arxiv.org/abs/1403.2805.

Ooms, Jeroen. 2023. Jasonlite Vignette: Getting Started with JSON and Jsonlite. https://cran.r-project.org/web/packages/jsonlite/vignettes/json-aaquickstart.html.

Ooms, Jeroen, and Jim Hester. 2024. “Spelling: Tools for Spell Checking in R.” In Spelling: Tools for Spell Checking in R. https://docs.ropensci.org/spelling/.

OpenAI. 2025. Prompt Engineering - OpenAI API. https://platform.openai.com/docs/guides/prompt-engineering.

OpenAI Developers. n.d. Agents SDK. Accessed April 16, 2026. https://developers.openai.com/api/docs/guides/agents.

OpenStreetMap. 2022. OpenStreetMap. https://wiki.openstreetmap.org/wiki/Main_Page.

OWASP Foundation. n.d. Least Privilege Principle. Accessed April 19, 2026. https://owasp.org/www-community/controls/Least_Privilege_Principle.

Park, Thomas. 2023. Bootswatch: Free Themes for Bootstrap. https://bootswatch.com/.

Pebesma, Edzer. 2018. “Sf: Simple Features for R: Standardized Support for Spatial Vector Data.” The R Journal 10 (1): 439–46. https://r-spatial.github.io/sf/.

Pedersen, Thomas Lin. 2022a. Ggraph: An Implementation of Grammar of Graphics for Graphs and Networks. https://ggraph.data-imaginist.com/.

Pedersen, Thomas Lin. 2022b. Patchwork: The Composer of Plots. https://patchwork.data-imaginist.com.

Pederson, Thomas Lin, and David Robinson. 2022. Gganimate: A Grammar of Animated Graphics. https://gganimate.com/.

Pedregosa, Fabian, G Varoquax, A Gramfort, et al. 2011. “Scikit-Learn: Machine Learning in Python.” Journal of Machine Learning Research 12: 2825–30. https://scikit-learn/stable/modules/generated/sklearn.linear_model.LinearRegression.html.

Perepolkin, Dmytro. 2023. Polite: Promoting Responsible Web Etiquette. https://dmi3kno.github.io/polite/index.html.

Perrier, Victor. 2023. Fresh: Create Fresh Themes for Use in Shiny, Shinydashboard and Applications and Flexdashboard Documents. dreamRs. https://github.com/dreamRs/fresh.

Plaat, Aske, Max van Duijn, Niki van Stein, Mike Preuss, Peter van der Putten, and Kees Joost Batenburg. 2025. “Agentic Large Language Models, a Survey.” In arXiv.org. https://doi.org/10.1613/jair.1.18675.

Posit. 2022. Quarto: An Open-Source Scientific and Technical Publishing System. https://quarto.org/.

Posit. 2023a. Dbplyr: Writing SQL with Dbplyr. https://dbplyr.tidyverse.org/articles/sql.html.

Posit. 2023b. Leaflet for R - Introduction. https://rstudio.github.io/leaflet/.

Posit. 2023c. Posit Solutions - Best Practices in Working with Databases. https://solutions.posit.co/connections/db/.

Posit. 2023d. Posit Solutions - Run Queries Safely. https://solutions.posit.co/connections/db/best-practices/run-queries-safely/.

Posit. 2023e. Shiny Website. https://shiny.posit.co/.

Posit. 2023f. Shinyapps.io. https://www.shinyapps.io/.

Posit. 2024. “Docker for R.” In Docker: Environment Management with Docker in R. https://solutions.posit.co/envs-pkgs/environments/docker/.

Posit. 2025. Positron. https://positron.posit.co/.

Positron. n.d. “Guide for Positron Assistant.” In Positron. Accessed April 18, 2026. https://positron.posit.co/assistant.html.

Psychology, Practical. 2017. 12 Cognitive Biases Explained -. https://www.youtube.com/watch?v=wEwGBIr_RIw.

Pullum (Swartz), Erika. 2020. “SQL: How to Version Control Your SQL.” Substack Newsletter. In Better with Data. https://betterwithdata.substack.com/p/how-to-version-control-your-sql.

Pylint - Code Analysis for Python Www.pylint.org. 2024. https://www.pylint.org/.

R Special Interest Group on Databases (R-SIG-DB), Hadley Wickham, and Kirill Muller. 2022. DBI: R Database Interface. https://dbi.r-dbi.org/.

Radanliev, Petar. 2025. “AI Ethics: Integrating Transparency, Fairness, and Privacy in AI Development.” Applied Artificial Intelligence 39 (1): 2463722. https://doi.org/10.1080/08839514.2025.2463722.

Radečić, Dario. 2022. R Shiny Bslib – How to Work With Bootstrap Themes in Shiny R-bloggers. https://www.r-bloggers.com/2022/09/r-shiny-bslib-how-to-work-with-bootstrap-themes-in-shiny/.

Raths, David. 2018. When Learning Analytics Violate Student Privacy. https://campustechnology.com/articles/2018/05/02/when-learning-analytics-violate-student-privacy.aspx.

Rinker, Tyler. 2018. Sentimentr. https://github.com/trinker/sentimentr.

Rismani, Shalaleh, Renee Shelby, Leah Davis, Negar Rostamzadeh, and Ajung Moon. 2025. Measuring What Matters: Connecting AI Ethics Evaluations to System Attributes, Hazards, and Harms. arXiv:2510.10339. arXiv. https://doi.org/10.48550/arXiv.2510.10339.

Robinson, David, Alex Hayes, and Simon Couch. 2023. Broom: Convert Statistical Objects into Tidy Tibbles. https://broom.tidymodels.org/.

Robinson, David, and Myfanwy Johnston. 2023. Gutenbergr: Download and Process Public Domain Works from Project Gutenberg. https://docs.ropensci.org/gutenbergr/.

Robinson, David, and Julia Silge. 2022. Widyr: An R Package to Widen, Process, and Re-Tidy a Dataset. https://juliasilge.github.io/widyr/.

rspatial.org. 2023. The Terra Package — R Spatial. https://rspatial.org/pkg/index.html.

RSS-IFA. 2021. Data Science Ethics Guidelines UK. https://www.actuaries.org.uk/upholding-standards/data-science-ethics.

Sahoo, Pranab, Ayush Kumar Singh, Sriparna Saha, Vinija Jain, Samrat Mondal, and Aman Chadha. 2024. “A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.” In arXiv.org. https://arxiv.org/abs/2402.07927v2.

Schönig, Hans-Jürgen. 2018. “3 Ways to Detect Slow Queries in PostgreSQL.” In CYBERTEC. https://www.cybertec-postgresql.com/en/3-ways-to-detect-slow-queries-in-postgresql/.

Schools, W3. 2023a. SQL Tutorial. https://www.w3schools.com/sql/.

Schools, W3. 2023b. W3 Schools CSS Tutorial. https://www.w3schools.com/css/default.asp.

Schools, W3. 2023c. W3: HTML Tutorial. https://www.w3schools.com/html/default.asp.

Schools, W3. n.d. JavaScript Promises. Accessed April 27, 2025. https://www.w3schools.com/Js/js_promise.asp.

scrape-it.cloud. 2022. CSS: The Ultimate CSS Selectors Cheat Sheet for Web Scraping. https://scrape-it.cloud/blog/the-ultimate-css-selectors-cheat-sheet-for-web-scraping.

Selivanov, Dimitriy. 2023. Text2vec. http://text2vec.org/.

Sepulveda, Maurico Vargas. 2024a. Extract Tables from PDF Documents. https://github.com/ropensci/tabulapdf.

Sepulveda, Maurico Vargas. 2024b. Introduction to Tabulapdf. https://docs.ropensci.org/tabulapdf/articles/tabulapdf.html.

Sievert, Carson. 2020. Plotly: Interactive Web-Based Data Visualization with R, Plotly, and Shiny. Chapman and Hall/CRC. https://plotly-r.com.

Sievert, Carson. 2023. Plotly GitHub. Plotly. https://github.com/plotly/plotly.R.

Sievert, Carson, Joe Cheng, and Garrick Aden-Buie. 2023. Bslib: Custom Bootstrap Sass Themes for Shiny and Rmarkdown. https://rstudio.github.io/bslib/.

Sievert, Carson, Barret Schloerke, and Joe Cheng. 2022. Thematic: Unified and Automatic Theming of Ggplot2, Lattice, and Base R Graphics. https://rstudio.github.io/thematic/.

Silge, Julia. 2023. Janeaustenr. https://github.com/juliasilge/janeaustenr.

Silge, Julia, and David Robinson. 2016. “Tidytext: Text Mining and Analysis Using Tidy Data Principles in R.” The Open Journal JOSS 1 (3). https://doi.org/10.21105/joss.00037.

Silge, Julia, and David Robinson. 2023a. Tidytext: GitHub. https://github.com/juliasilge/tidytext.

Silge, Julia, and David Robinson. 2023b. Tidytext: Text Mining Using Tidy Tools. https://juliasilge.github.io/tidytext/.

Silge, Julia, and David Robinson. 2025. Tidytext: Text Mining with R. O’Reilly Media, Inc. https://www.tidytextmining.com/.

Siregar, Erika. 2024. RPlaywright: Bridging R and Playwright for Web Testing and Automation. https://erikaris.github.io/rplaywright/index.html.

Socrata Developers. n.d. Tyler Technologies. Accessed April 19, 2026. https://dev.socrata.com/.

Sottile, Anthony, Ken Struys, and Chris Kuehl. 2024. Pre-Commit: A Framework for Managing and Maintaining Multi-Language Pre-Commit Hooks. https://pre-commit.com/.

South. 2023. Rnaturalearth: Introduction to Rnaturalearth. https://docs.ropensci.org/rnaturalearth/articles/rnaturalearth.html.

South, Andy, Schramm MIchael, and Phillpe Massicotte. 2023a. Rnaturalearthdata: World Vector Map Data from Natural Earth Used in Rnaturalearth. https://docs.ropensci.org/rnaturalearthdata/.

South, Andy, Schramm MIchael, and Phillpe Massicotte. 2023b. Rnaturalearthhires: High Resolution World Vector Map Data from Natural Earth Used in Rnaturalearth. https://docs.ropensci.org/rnaturalearthhires/.

“SQLFluff.” 2024. In GitHub. https://github.com/sqlfluff.

Stanford Human Centered AI. 2025. The 2025 AI Index Report. https://hai.stanford.edu/ai-index/2025-ai-index-report.

Stricker, Erik. 2023. PDE: PDF Data Extractor. https://cran.r-project.org/web/packages/PDE/vignettes/PDE.html.

“Styleling.” 2024. In Stylelint. https://stylelint.io/.

Susarla, Anjana. 2025. “How States Are Placing Guardrails Around AI in the Absence of Strong Federal Regulation.” In The Conversation. https://doi.org/10.64628/AAI.ysd4mntvt.

Sylor-Miller, Katie. 2021. Oh Shit, Git!?! https://ohshitgit.com/.

Takeda, Hajime. 2026. “How to Build a Production-Ready Claude Code Skill.” In Towards Data Science. https://towardsdatascience.com/how-to-build-a-production-ready-claude-code-skill/.

Team, DBeaver. 2003. “DBeaver User Guide.” In GitHub. https://github.com/dbeaver/dbeaver/wiki/Home.

Team, R Core. 2018. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing. https://www.R-project.org/.

Team, R Core. 2023. Writing R Extensions. https://cran.r-project.org/doc/manuals/R-exts.html#Creating-R-packages.

team, shinyapps io. n.d. Shinyapps.io User Guide. Accessed June 12, 2023. https://docs.posit.co/shinyapps.io/.

Tennekes, Martijn. 2023. Tmap: Thematic Maps in R. R-tmap. https://github.com/r-tmap/tmap.

Tennekes, Martijn, and Jakub Nowosad. 2021. Tmap: Elegant and Informative Maps with Tmap. https://r-tmap.github.io/tmap-book/.

Thorpe, Ashby. 2024. Selenider: Concise, Lazy and Reliable Wrapper for Chromote and Selenium. https://ashbythorpe.github.io/selenider/.

Us Dept of Labor. 2024. “Guidance on the Protection of Personal Identifiable Information.” In DOL. http://www.dol.gov/general/ppii.

US DHHS, Office for Civil. 2015. HIPAA for Professionals. Text. https://www.hhs.gov/hipaa/for-professionals/index.html.

Ushey, Kevin. 2023. “RStudio: Customizing Keyboard Shortcuts in the RStudio IDE.” In Posit Support. https://support.posit.co/hc/en-us/articles/206382178-Customizing-Keyboard-Shortcuts-in-the-RStudio-IDE.

Ushey, Kevin, JJ Allaire, and Yuan Tang. 2023. Reticulate: R Interface to Python. https://rstudio.github.io/reticulate/.

“Using RStudio Projects.” 2025. In Posit Support. https://support.posit.co/hc/en-us/articles/200526207-Using-RStudio-Projects.

Vaidyanathan, Ramnath, Joe Cheng, Yihui Xie, and Kenton Russell. 2025. Htmlwidgets: A Package Framework for Easily Creating R Bindings to JavaScript Libraries. https://github.com/ramnathv/htmlwidgets.

Vaidyanathan, Ramnath, and Kenton Russell. 2015. Htmlwidgets for R. http://www.htmlwidgets.org/index.html.

VanderPlas, Jake. 2016. Python Data Science Handbook [Book]. O’Reilly Media, Inc. https://www.oreilly.com/library/view/python-data-science/9781491912126/.

Vattikuti, Manoj Chowdary. 2025. “7 Cognitive Biases That Affect Your Data Analysis (and How to Overcome Them).” In Open Association of Research Society, United States. https://associationofresearch.org/7-cognitive-biases-that-affect-your-data-analysis-and-how-to-overcome-them/.

Vergé, Adrien. 2024. Yamllint. https://github.com/adrienverge/yamllint.

Vigen, Tyler. 2021. 15 Insane Things That Correlate With Each Other. http://tylervigen.com/spurious-correlations.

VoltAgent/Awesome-Claude-Code-Subagents. 2026. VoltAgent. https://github.com/VoltAgent/awesome-claude-code-subagents.

Vuillamy, Nicolas. n.d. “🦙 MegaLinter.” In MegaLinter. Accessed November 3, 2024. https://megalinter.io.

w3resource. 2023. “SQL: Physicians Who Is the Head of Each Department.” In W3resource. https://www.w3resource.com/sql-exercises/hospital-database-exercise/sql-exercise-hospital-database-3.php.

Walker, Kyle. 2023. Tigris: Download and Use Census TIGER/Line Shapefiles in R. https://github.com/walkerke/tigris.

Walker, Kyle E., and Matt Herman. 2023a. Tidycensus Vignette: Basic Usage of Tidycensus. https://walker-data.com/tidycensus/articles/basic-usage.html.

Walker, Kyle E., and Matt Herman. 2023b. Tidycensus: Load US Census Boundary and Attribute Data as ’Tidyverse’ and ’Sf’-Ready Data Frames. https://walker-data.com/tidycensus/.

Walthert, Lorenz. 2024. “Precommit R Package: Pre-Commit Hooks for R.” In Useful Git Pre-Commit Hooks for R. https://lorenzwalthert.github.io/precommit/index.html.

Weissgerber Tracey L., Tracey et al. 2019. “Reveal, Don’t Conceal.” Circulation 140 (18): 1506–18. https://doi.org/10.1161/CIRCULATIONAHA.118.037777.

Wickham, Hadley. 2011. “Testthat: Get Started with Testing.” The R Journal 3 (1): 5. https://doi.org/10.32614/RJ-2011-002.

Wickham, Hadley. 2021. The Tidyverse Style Guide. https://style.tidyverse.org/index.html.

Wickham, Hadley. 2022a. Mastering Shiny. https://mastering-shiny.org/.

Wickham, Hadley. 2022b. Rvest: Easily Harvest (Scrape) Web Pages. https://rvest.tidyverse.org/.

Wickham, Hadley. 2022c. Stringr: Simple, Consistent Wrappers for Common String Operations. https://stringr.tidyverse.org/.

Wickham, Hadley. 2023a. Advanced R (2ed). O’Reilly Media, Inc. https://adv-r.hadley.nz/.

Wickham, Hadley. 2023b. Forcats: Tools for Working with Categorical Variables (Factors). https://forcats.tidyverse.org/.

Wickham, Hadley. 2023c. Ggplot2: Visualise Sf Objects — CoordSf. https://ggplot2.tidyverse.org/reference/ggsf.html.

Wickham, Hadley. 2023d. Httr2: Perform HTTP Requests and Process the Responses. https://httr2.r-lib.org/.

Wickham, Hadley. 2023e. SelectorGadget: Working with Rvest. https://rvest.tidyverse.org/articles/selectorgadget.html.

Wickham, Hadley. 2024. R in Production. NY R 10 Conference. https://www.youtube.com/watch?v=BQk2-3inViM.

Wickham, Hadley. n.d. Unit Testing for R. Accessed August 19, 2024. https://testthat.r-lib.org/.

Wickham, Hadley, Mara Averick, Jennifer Bryan, et al. 2019. Welcome to the Tidyverse. 4: 1686. https://doi.org/10.21105/joss.01686.

Wickham, Hadley, and Jennifer Bryan. 2023a. R Packages. O’Reilly Media, Inc.

Wickham, Hadley, and Jennifer Bryan. 2023b. Readxl: Read Excel Files. https://readxl.tidyverse.org.

Wickham, Hadley, Jennifer Bryan, and Malcolm Barrett. 2021. Usethis: Helpers for Tidyverse Development. https://usethis.r-lib.org/reference/tidyverse.html.

Wickham, Hadley, Jennifer Bryan, and Malcolm Barrett. 2022. Usethis: Automate Package and Project Setup. https://usethis.r-lib.org.

Wickham, Hadley, Mine Cetinkaya-Rundel, and Garrett Grolemund. 2023. R for Data Science (2e). O’Reilly Media, Inc. https://r4ds.hadley.nz/.

Wickham, Hadley, Peter Dannenberg, Garbor Csardi, and Manuel Eugster. 2022. Roxygen2: In-Line Documentation for R. https://roxygen2.r-lib.org/index.html.

Wickham, Hadley, Maximilian Girlich, and Edgar Ruiz. 2023. Dbplyr: A Dplyr Backend for Databases. https://dbplyr.tidyverse.org/.

Wickham, Hadley, and Lionel Henry. 2023. Purrr: Functional Programming Tools. https://purrr.tidyverse.org/.

Wickham, Hadley, Jim Hester, and Winston Chang. 2022. Devtools: Tools to Make Developing R Packages Easier. https://devtools.r-lib.org/.

Wickham, Hadley, Jim Hester, and Jeroen Ooms. 2023. Xml2: Parse XML. https://xml2.r-lib.org/.

Wickham, Hadley, and Dana Paige Seidel. 2022. Scales: Scale Functions for Visualization. https://scales.r-lib.org/.

Wickham, Hadley, and Kevin Ushey. 2024. Renv: Project Environments. https://rstudio.github.io/renv/.

Wickham, Hadley, Davis Vaughan, and Maximilian Girlich. 2023. Tidyr: Tidy Messy Data. https://tidyr.tidyverse.org.

Wikipedia. n.d. “General Data Protection Regulation.” Wikipedia. Accessed December 26, 2022. https://en.wikipedia.org/w/index.php?title=General_Data_Protection_Regulation&oldid=1128013242.

Wilke, Claus O. 2019. Fundamentals of Data Visualization. https://clauswilke.com/dataviz/.

Word2vec Package. 2023. Bnosac. https://github.com/bnosac/word2vec.

Xie, Yihui, J. J. Alllaire, and Garrett Grolemund. 2023. R Markdown: The Definitive Guide. https://bookdown.org/yihui/rmarkdown/.

Xie, Yihui, Joe Cheng, and Xianying Tan. 2023. DT: An R Interface to the DataTables Library. https://rstudio.github.io/DT/.

Yihui Xie, Christophe Dervieux, and Emily Riederer. 2025. R Markdown Cookbook. https://bookdown.org/yihui/rmarkdown-cookbook/.

Zhang, Nailong. 2022. Another Book on Data Science: Learn R and Python in Parallel. https://www.anotherbookondatascience.com/.