MAXIMIZE YEAR-END DOWNTIME FOR T&S SUCCESS (PART 1)
Study Guide for Trust & Safety Role
As the year comes to a close, the job market tends to slow down. While hiring pauses can be frustrating, this is a great time to invest in yourself and prepare for the roles you want. For those interested in Trust & Safety (T&S), particularly operations, analyst, or investigation roles, this is your chance to develop relevant skills and gain industry insights.
I’ve curated a list of resources and explained why they’re essential for these roles. Each one is under four hours, allowing you to balance learning with downtime. Let’s dive in!
1. Start with Industry Reports
Why: Understanding the bigger picture is critical for anyone in T&S. Industry reports offer insights into current trends, common challenges, and future directions in the field. For example, if you’re preparing for an interview, these insights can help you answer questions like, “What trends in Trust & Safety do you think will shape the next five years?” Recommended Resources: Technology and Trust and Safety Report by Department for Science, Innovation & Technology Responsible Tech Guide by All Tech is Human
• Why: Understanding the bigger picture is critical for anyone in T&S. Industry reports offer insights into current trends, common challenges, and future directions in the field. For example, if you’re preparing for an interview, these insights can help you answer questions like, “What trends in Trust & Safety do you think will shape the next five years?”
• Recommended Resources: Technology and Trust and Safety Report by Department for Science, Innovation & Technology Responsible Tech Guide by All Tech is Human
• Technology and Trust and Safety Report by Department for Science, Innovation & Technology
• Responsible Tech Guide by All Tech is Human
Example: If you’re aiming for an operations role, knowing about platform safety trends like AI-powered moderation or new regulations (e.g., GDPR or Digital Services Act) will help you demonstrate awareness of how these affect day-to-day operations.
2. Build Core Technical Skills
Why: SQL and Python are essential for many T&S roles, especially analyst and investigation positions. Analysts use SQL to query and analyze data, while investigators use Python to detect fraud patterns or suspicious activity. Skill Levels and Courses: SQL: Entry: Introduction to SQL Intermediate: Data-Driven Decision-Making in SQL Python: Entry: Intro to Python for Data Science Intermediate: Intermediate Python Advanced: Fraud Detection in Python
• Why: SQL and Python are essential for many T&S roles, especially analyst and investigation positions. Analysts use SQL to query and analyze data, while investigators use Python to detect fraud patterns or suspicious activity.
• Skill Levels and Courses: SQL: Entry: Introduction to SQL Intermediate: Data-Driven Decision-Making in SQL Python: Entry: Intro to Python for Data Science Intermediate: Intermediate Python Advanced: Fraud Detection in Python
• SQL: Entry: Introduction to SQL Intermediate: Data-Driven Decision-Making in SQL
• Entry: Introduction to SQL
• Intermediate: Data-Driven Decision-Making in SQL
• Python: Entry: Intro to Python for Data Science Intermediate: Intermediate Python Advanced: Fraud Detection in Python
• Entry: Intro to Python for Data Science
• Intermediate: Intermediate Python
• Advanced: Fraud Detection in Python
Example: Let’s say you’re applying for an investigation analyst role. With SQL, you can analyze user data to identify trends or irregularities. Python helps you automate fraud detection processes or create scripts to flag suspicious accounts.
3. Dive into OSINT (Open-Source Intelligence)
Why: Investigators in T&S rely on OSINT tools to gather public data about individuals or entities under scrutiny. Learning these tools can set you apart by showing you understand how to collect and analyze open-source data. Recommended Guides: Mastering OSINT: Tools & Websites Optimizing OSINT Investigations
• Why: Investigators in T&S rely on OSINT tools to gather public data about individuals or entities under scrutiny. Learning these tools can set you apart by showing you understand how to collect and analyze open-source data.
• Recommended Guides: Mastering OSINT: Tools & Websites Optimizing OSINT Investigations
• Mastering OSINT: Tools & Websites
• Optimizing OSINT Investigations
Example: For a role focused on investigations, you might use OSINT tools like Maltego to uncover a suspect’s digital footprint. Practicing with these tools now will help you confidently discuss your investigative approach during interviews.
4. Understand AI and Responsible Tech
Why: AI is deeply integrated into T&S operations, from detecting harmful content to identifying fake accounts. Understanding the basics of AI and its ethical implications shows you’re prepared to tackle real-world challenges responsibly. Recommended Resources: Google AI Certification Responsible Tech Guide for 2024 AI Strategy and Governance by Coursera
• Why: AI is deeply integrated into T&S operations, from detecting harmful content to identifying fake accounts. Understanding the basics of AI and its ethical implications shows you’re prepared to tackle real-world challenges responsibly.
• Recommended Resources: Google AI Certification Responsible Tech Guide for 2024 AI Strategy and Governance by Coursera
• Google AI Certification
• Responsible Tech Guide for 2024
• AI Strategy and Governance by Coursera
Example: In an interview, you may be asked, “How would you approach challenges related to harmful AI?” Drawing from these resources, you could talk about identifying biases in algorithms or developing solutions to improve fairness and safety.
5. Stay Updated with Podcasts and Newsletters
Why: T&S is a fast-evolving field, and staying informed about current events, tools, and challenges is essential. Podcasts and newsletters let you learn from experts while keeping up with the latest trends. Recommended Newsletters: Everything in Moderation: Insights into platform policy and content moderation. Anchor Change: Updates on tech and democracy intersections. Recommended Podcasts: Ctrl-Alt-Speech: Focused on content moderation and online speech issues. Trust in Tech: Discussions on integrity and safety in the tech world. Darknet Diaries: Real-life stories from the darker side of the internet.
• Why: T&S is a fast-evolving field, and staying informed about current events, tools, and challenges is essential. Podcasts and newsletters let you learn from experts while keeping up with the latest trends.
• Recommended Newsletters: Everything in Moderation: Insights into platform policy and content moderation. Anchor Change: Updates on tech and democracy intersections.
• Everything in Moderation: Insights into platform policy and content moderation.
• Anchor Change: Updates on tech and democracy intersections.
• Recommended Podcasts: Ctrl-Alt-Speech: Focused on content moderation and online speech issues. Trust in Tech: Discussions on integrity and safety in the tech world. Darknet Diaries: Real-life stories from the darker side of the internet.
• Ctrl-Alt-Speech: Focused on content moderation and online speech issues.
• Trust in Tech: Discussions on integrity and safety in the tech world.
• Darknet Diaries: Real-life stories from the darker side of the internet.
Example: Listening to Fraudish gives you insight into real-world fraud cases, which can inspire ideas for tackling similar problems in T&S roles.
Final Thought
This quiet season is a golden opportunity to grow your skills and prepare for a career in Trust & Safety. Whether you’re learning technical tools, exploring industry trends, or building AI knowledge, every step you take now will help you stand out in future applications.
What are your favorite resources for learning? Share them in the comments—I’d love to hear from you!
For additional resources on Trust & Safety, visit the following
TSN Starter kit - https://lnkd.in/gQYpdb2k Everything in Moderation / All TS links - https://lnkd.in/gkSejM85
TSPA curriculum - https://lnkd.in/gWxgs9gZ
Hymanavya Sree Koppula's post on 50 resources to build skills in Trust & Safety.
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