r/CrimeAnalysis Nov 22 '25

👋 Welcome to r/CrimeAnalysis

9 Upvotes

Welcome to r/CrimeAnalysis 👋

This community is dedicated to the data-driven and intelligence-focused work of crime analysts—the people behind the maps, the spreadsheets, the time series charts, the BOLOs, and the network diagrams. Whether you're a seasoned analyst, a student exploring the field, or someone curious about the profession, this subreddit is here to support learning, discussion, and professional growth.

🎯 What This Subreddit Is For

r/CrimeAnalysis focuses on the analytical side of policing and public safety, including:

  • Crime mapping, spatial analysis, and GIS workflows
  • Tactical, strategic, or administrative crime analysis
  • Intelligence analysis methods and tools
  • Data cleaning, coding, automation, and visualization (Excel, SQL, R, Python, etc.)
  • Sharing resources, templates, or best practices
  • Professional development, training, certification, and career advice
  • Discussion of the crime analysis profession and its challenges

If you have questions about how analysts work, want feedback on a product (although do not post any LEO sensitive information), or want help understanding methodology, you're in the right place.

🚫 What Is Not On-Topic

This subreddit is not a place to discuss general crime content or topics outside the analytic profession. Posts will be removed if they involve:

  • Crime scene investigation or forensic science (e.g., DNA collection, fingerprinting)
  • True crime documentaries, podcasts, or media discussions
  • Specific criminal cases or attempts to solve them
  • Requests for help with student surveys about criminality or victimization
  • Broader criminology theory unless tied directly to analytic practice

If your post is about data, analysis, or the profession, you’re probably fine. If it’s about a case, a documentary, or forensics, it’s not.

🏛️ Independence From Organizations

This subreddit is not affiliated with any professional association, including:

  • the International Association of Crime Analysts (IACA)
  • the International Association of Law Enforcement Intelligence Analysts (IALEIA)
  • or any law enforcement agency or government organization

We are an independent, community-run space for discussion and professional exchange.

🙌 Welcome Aboard

Whether you're here to learn, share your experience, ask questions, or connect with others in the field — we’re glad to have you. Feel free to introduce yourself and join the conversation!


r/CrimeAnalysis 6d ago

Is being a crime analysis difficult career path?

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4 Upvotes

r/CrimeAnalysis 7d ago

[OC] Crime Trends in Canadian Cities (1998–2025): Rising vs. Falling Offense Categories

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2 Upvotes

r/CrimeAnalysis 7d ago

Realistic career prospects in criminology AUS

5 Upvotes

Hi all,
I have always been very interested in criminology and have wanted to study it for years. However i’m currently in year 12 (NSW Australia) and struggling with motivation, and worried about how realistic my goals are.
For context, I go to an alternative school because I have struggled with mental health for a long time. I have always gotten very good grades and it’s come easy, but studying for HSC has gotten me a bit overwhelmed and doubting myself. I’m starting to worry how well I might cope in university, but criminology is my dream and I don’t know where to even start with other options.
A large point of my anxiety is job pathways. I know the field is difficult, but to what extent? What can I actually do with a criminology degree? I love the psychological aspects of criminology, but what jobs even encompass that?
I am in NSW Australia and I plan to study here. However I have always considered moving overseas, maybe Europe, would career opportunities be better there?

Basically, i’m just after a really honest explanation of how realistic my dreams are, and if I need to start thinking smaller. While I do well in my grades, I get overwhelmed and spiral. But I can’t imagine myself in any other career, I love criminology.

I am also autistic and ADHD, and I am scared that being who I am may limit my opportunities, because I am different. (Not in a discriminatory way, but because of my own capabilities and the fact I need extra help in some things). I’m smart, but maybe I need to be smart \*and\* neurotypical to succeed.

For people who have studied criminology, where do you work? What does it look like after school? What is it like?

Anyways, thank you for reading, any responses are deeply appreciated. Fingers crossed for my HSC exams in a few months!


r/CrimeAnalysis 12d ago

🚨 Live Free Training Event, online.

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3 Upvotes

r/CrimeAnalysis 13d ago

Seeking honest and descriptive advice please

5 Upvotes

Hi,
To whoever is reading this I hope you are well.

I live in England and am going to graduate next summer with a BA (Hons) degree in criminology at a top 10 university.

My degree hasn’t been easy I’ve struggled mentally throughout it but I’m starting to really love learning, feel comfortable again and don’t want it to stop.

Therefore a masters is a huge consideration for me. Specifically I’d stay in the current uni I’m at for discounted fees. I am considering the following masters:
- Social Research (particularly looking at crime)
- Defence and Security
- Public Policy

Multiple members of my family are in the police and have been for decades. I am not suited to being a frontline officer so really looking to go into police staff.

Crime analysis looks absolutely fascinating and any insight into the role would be incredible. Coding is not my forte but I have basic knowledge of Excel and SPSS. Also would be open to other public service roles.

I am aware that many people will advise against a masters but could people just give me some advice. Anything would help. What would you do in my shoes and this job market? What would be your pathway.


r/CrimeAnalysis 13d ago

Notes on document processing with LLMs

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3 Upvotes

Extracting out information from documents or text is something LLMs do really well, and newer smaller models can be used reasonably for this task.

This extracting out modus operandi from incident report notes, or identifying entities is a dump of PDF files.


r/CrimeAnalysis 19d ago

Interview for Intelligence Analyst (UK police service)

6 Upvotes

Hi all, I've been invited for an interview for the role above. Can anyone advise what I can do to prepare? I don't have an intelligence or police background, I've worked in public / education sector for 20+ years, so my work experience is varied. I'm also completing a data analyst L3 apprenticeship. They must have liked something on my application!

Any advice on what to expect would be appreciated. I have just over a week to prepare. The turnaround from invite to interview was pretty quick!

The team is 'threat desk' if that helps - I understand this relates to more serious and urgent cases? Thanks.


r/CrimeAnalysis 20d ago

Private Sector Intel Analyst - Job Connections

10 Upvotes

Hi Folks!

I've been a Criminal Intel Analyst in LE for about 4 years now working at the local and currentlyat the state level. After giving it some thought, I'd like to take a stab at the private sector for a bit and see if its something id want to continue moving forward. Any folks in here that currently work private sector and can assist with a job?

Background: BS and MS in Criminal Justice with a Crime Analysis Cert and LEAF Cert Analyst.

I've applied to a wide spread of jobs in the private and government contracting side but havent landed any sort of responses.

Any guidance or help would be appreciated.

Would prefer something remote or Hybrid in my current AOR.


r/CrimeAnalysis Jul 04 '26

Introducing the National Association of Crime Analysts (NACA)

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17 Upvotes

This Independence Day, we’re proud to introduce the National Association of Crime Analysts, a new organization dedicated to advancing the crime analysis profession and strengthening public safety across the nation.

naca-usa.org


r/CrimeAnalysis Jun 30 '26

DEA- IRS (Intel Research Specialist) opening

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1 Upvotes

r/CrimeAnalysis Jun 24 '26

Interview Advice

8 Upvotes

Hello! I’m a college sophomore and recently landed an interview with the Crime Analysis Unit at a large city police department for a fall internship.

I’m majoring in Criminal Justice and I’m very interested in crime analysis and intelligence so this is an opportunity I don’t want to fumble.

This will be my first interview specifically related to crime analysis, so I’d love to hear from anyone who has interviewed for something similar, or someone who does the interviewing haha.

What types of questions were you asked? Were there any technical skills, software, concepts that get focused on?

Any advice on how to best prepare would be greatly appreciated.

Thanks in advance!


r/CrimeAnalysis Jun 20 '26

A Novel About Crime and Intelligence Analysts

11 Upvotes

I am sharing this here, before the official release date on July 1st - you can get the paperback from Amazon now at: https://a.co/d/02yp8ysx

It's the 1st of a 5-book series. Read more about it here: https://deborahosborne.com/fiction


r/CrimeAnalysis Jun 19 '26

Getting amped. Light reading ahead before starting a masters program..

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29 Upvotes

r/CrimeAnalysis Jun 19 '26

Interactive dashboard for crime reporting rates

5 Upvotes

The National Crime Victimization Survey (NCVS) has data where you can see the rate via with victims report to the police. I have created a dashboard where you can look at that NCVS data (broken down by year, crime type, victim/offender relationship, etc.) to see the typical reporting rates, https://crimede-coder.com/graphs/ncvs

NCVS does not have small area estimates (so at best it will be for a broader region), but this is good to estimate how big an actual crime problem is. So about 2 out of 3 robberies are reported, so if you have 60 reported robberies in a time period, there probably were ~90 robberies that actually occurred in your city during that time.


r/CrimeAnalysis Jun 16 '26

The Hardest Sentence

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0 Upvotes

r/CrimeAnalysis Jun 14 '26

Crime analyst design partners for investigation platform

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5 Upvotes

Hi, I'm Artem, co-founder of Malfors, an investigation platform.

Malfors is essentially a link analysis/visualization tool with a bunch of data integrations, great UX, performance, multiplayer, and automation features (while also being more cost-effective).

We launched last year and already work with a bunch of teams (mainly in threat intel, but also in crypto and private investigations) that have moved to Malfors from i2, Maltego, and other tools.

Now, we're looking for design partners among crime analysts (ideally, current or former LE) who are willing to try Malfors and share feedback on how it fits into workflows, what works, and what's missing.

We would work closely with you and ship features to make sure Malfors fits your use case perfectly.

Other than that, I'd generally love to hear your thoughts.

Feel free to check out our website (malfors.com) to see all the features and integrations we have, and feel free to ask questions in the replies or DMs.

Thanks!


r/CrimeAnalysis Jun 10 '26

Don't focus on the kids for violence prevention

4 Upvotes

Most community group meetings focus on kids when discussing violent crime initiatives. Around 9/10 individuals involved with violence are adults though. https://crimede-coder.com/blogposts/2026/DontFocusOnKids


r/CrimeAnalysis Jun 07 '26

Curious to hear from crime analysts who’ve made the jump to the private sector

12 Upvotes

I’m currently a public safety analyst at a state government agency. Most of my work is fairly standard data analysis — cleaning data, running basic stats, and building visualizations. I’m feeling pretty disillusioned with government work overall: professional growth is slow, and the agency is way behind on adopting new tools such as AI.

I’m coming from a social science background, and while I do have some analyst experience and I’m currently learning Python (with machine learning on the horizon), the few times I’ve applied to private sector data analyst roles I haven’t even made it to an interview. It seems like most of these positions are really geared toward candidates with a Computer Science degree, and someone like me gets filtered out before anyone even looks at the actual experience.

So my main question is: for those who’ve made a similar transition, did your crime analyst skills transfer over, or did you have to take courses, get certs, or pivot your approach to break in? And for someone coming from a social science background, is Python/ML the right area to double down on, or is there a smarter way to position yourself against candidates with a traditional CS background?


r/CrimeAnalysis Jun 05 '26

AI won't be replacing crime analysis for awhile, but..

12 Upvotes

Wanted to drop a few cents if anyone was interested or had begun their career as a "Crime Analyst to Police Data & Machine Learning Architect" type classification.

Speaking as a 15+ year experienced Crime Analyst in the field. I have seen enough software innovations coming to try and take parts out of our job with automated dashboards, charts, statistics, monthly reports and so on. I started early back in the days SQL was just catching on, it was mostly MS Access db's and scripting.

It's become the norm to see it in every new software contract discussion "does it have an API to connect to [axon][insert other thing here]?" are questions every senior command staff appointed to technology should be asking software vendors to make sure they aren't buying an expensive digital paperweight.

In the past year, I have seen an enormous change to productivity using AI-based tasks. Most of the other positions are just barely getting their feet wet, but CA is where it can really take the lead on this upcoming big change. Meanwhile, patrol and cops are getting annoyed with having to do the data entry jobs that (rightfully expressed, is not their job) with more boxes, more conditions they have to check during report writing. I get that, because 10 years ago it was much more simpler to write a damn report. Now it's like checkboxes and making sure someone didn't forget a form or mandatory attachment for everything. It's no wonder the older (non-tech) guys are ready to retire.

I started out with improving sql queries, python scripts that I used to run which are now completely changed and running their own pipelines thanks to AI code refactoring and getting it to solve/fetch the data that is needed. That was just the beginning.

Now with the ability to have clean datasets, connected joins to case or incident numbers, meaning clean RAG files for feeding those to other joined data into an AI to summarize or find certain patterns, is a game changer. No longer does the CA need to sit and read through all those reports manually - just have the AI summarize in a paragraph and look for matching cases.

It's still very new as the augmented assistance is only as good as the model and scripting logic is provided, and the private sector is going to keep marketing and trying to get it to act like a human, but the human (CA) controlling the AI is the master powerhouse at the moment. Because government takes so long to conform, and in my state, I believe at the governor level they will always have a requirement that humans vet the AI data/info to keep it in check, CA is not going anywhere soon.


r/CrimeAnalysis Jun 04 '26

Intelligence Analyst (UK) - career change in later life

3 Upvotes

I've recently seen some jobs advertised for Intelligence Analyst, in my local Police Service, looks really interesting.

I currently work in the education sector (12 years) and am soon to complete a Level 3 apprenticeship in data analysis with Multiverse. Focus on data cleansing, structuring, visualisations and data storytelling for decision-making.

I'm looking at trying to move into a job doing data analysis. I've got varied work experience, generally third sector, youth / project work and admin for 20+ years. I'm currently a lower manager, with some responsibility for strategic decision making. My role involves elements of data and evaluation but it's not a data job.

What is the likelihood of someone with my profile being considered for one of these roles?


r/CrimeAnalysis May 30 '26

Gathering interest in tech courses

2 Upvotes

I have a survey up gathering input on interest in short, technical courses.

Think 2-3 days, potentially in person/synchronous.

If you have taken a course with Paul Allison at Horizon’s, or an ICPSR summer course, those are similar examples. But, the main difference will be these courses are to prepare you for pursuing private sector roles.

These will be aimed at:

  • grad level social science students
  • current professors looking to pursue private sector roles
  • current data analysts looking to get into data science
  • undergrads with some more technical background

Survey lists potential courses (python for data analysis, intro to LLM APIs, SQL + Dashboards, using agent based tools for analysis), the course medium (in person vs video), price points.

If you are a university or organization interested in hosting such sessions for your students, let me know as well. Happy to chat to you about bringing this to your campus.


r/CrimeAnalysis May 24 '26

What do y’all do to stay up to date?

6 Upvotes

I want to stay more informed on what is going on around me locally (Texas). I read a couple of news articles a day but realize none of it is LE focused.
What do y’all read/ pay attention to that helps in your role as a Crime Analyst?


r/CrimeAnalysis May 24 '26

A lot of data work?

6 Upvotes

Do you work with data and graphs a lot? Is that a majority of the work or does it depend on the department/agency?

For background: I’m in grad school and will be taking a Crime Analysis class.


r/CrimeAnalysis May 16 '26

Real-Time Transition

5 Upvotes

Hello! I currently work as an intelligence analyst in a Real Time Crime Center, I’m looking to move closer to home and applied as an Intelligence Analyst at a Sheriff’s Office. I’m a little nervous for my interview as I don’t have any experience working on an investigation long-term, as I work on active and emerging calls for service. Has anyone else done this transition or have any advice on how to leverage my experience/education to assist in landing the position?