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Ross Burton

@rossburton.bsky.social

Data Scientist ๐Ÿค– Aspiring Indie Game Dev ๐ŸŽฎ Full-time nerd ๐Ÿค“ I โค๏ธ Godot One half of the Game Oracle team - check out more: bit.ly/3UTKAQd

283 Followers  |  1,284 Following  |  535 Posts  |  Joined: 16.11.2024
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Posts by Ross Burton (@rossburton.bsky.social)

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I think this part of the Steam map looks like an angry dragon. That is all my tired brain can think about right now. Have a great weekend everyone.

28.02.2026 19:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Currently working on tools to help #gamedev folk visualise trends across the entire Steam marketplace in a single interactive graph ๐Ÿ’ช coming soon to Game Oracle ๐Ÿš€

27.02.2026 19:45 โ€” ๐Ÿ‘ 5    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

These are sim/strategy games about emergency response, particularly firefighting. Top titles include โ€˜Emergency 4 Deluxeโ€™, โ€˜Into The Flamesโ€™, and โ€˜911 Operatorโ€™. Review scores are below avg for this segment, but the avg. estimated revenue is >$40k showing that players are hungry for these titles.

27.02.2026 09:05 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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This is a map of every game on Steam. We made it to help #indiegamedev #gamedev #sologamedev folk understand the market. We're going to explore a cluster each day.

What is that cluster? Find out in the comments ๐Ÿ‘‡

27.02.2026 09:05 โ€” ๐Ÿ‘ 7    ๐Ÿ” 2    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Golf games! ๐ŸŒ๏ธโ€โ™‚๏ธ these games span everything from the absurd WHAT THE GOLF? to the immersive realism of the 2K PGA TOUR games. Interestingly, despite being a saturated market, games in this segment perform better than avg when it comes to sales. Have you made a golf game? Share it in the comments below

26.02.2026 07:58 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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This is a map of every game on Steam. We made it to help #indiegamedev #gamedev #sologamedev folk understand the market. We're going to explore a cluster each day.

What is that cluster? Find out in the comments ๐Ÿ‘‡

26.02.2026 07:58 โ€” ๐Ÿ‘ 12    ๐Ÿ” 3    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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So yeah, Concept Compass will now take your concept, take the additional context of your competitors and what you like about those games, and draft together a GDD to get you started. Really helps combat the blank page syndrome

24.02.2026 19:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This is the best part about building a product we love & one we actually want to use ourselves, we build what we need & then release it to others in the hope it helps them too + we have no bureaucracy to contend with. We just build. Anyone that has worked corporate knows why this feels like heaven.

24.02.2026 19:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

We've started working on a concept for our first major attempt at a #indiegame. I started drafting it up in Concept Compass on Game Oracle but when I came to make a GDD I realised we hadn't thought that far ahead with the tool ๐Ÿซ  sooooo...we built it ๐Ÿ˜

24.02.2026 19:01 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

๐Ÿด๐ŸŽฎ

20.02.2026 18:50 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Saturation Map | Game Oracle Visualize & explore the saturation of Steam on our interactive Saturation Map. Find quieter corners or discover opportunities to break through the noise.

You can explore the Saturation Map yourself here: www.game-oracle.com/research-too...

19.02.2026 13:48 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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If we zoom in on the cluster of #horrorgames we can see it splintering into many sub-genres with innovative mechanics and ways to play

19.02.2026 13:48 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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This is our map of every game on #steam (red=many games, blue=not so many). We just updated it and something interesting is happening with #horrorgames. The genre is evolving #gamedev #indiegamedev #sologamedev

19.02.2026 13:48 โ€” ๐Ÿ‘ 5    ๐Ÿ” 3    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
Indie Storm Games are a Goldmine... Here's Why
YouTube video by Game Oracle Indie Storm Games are a Goldmine... Here's Why

Who'd a though storm chasing #indiegames could be such a popular niche ๐ŸŒช๏ธ @jennie-burton.bsky.social gives all the details in our latest video
#gamedev #stormgames #gaming
www.youtube.com/watch?v=T2Dv...

18.02.2026 20:51 โ€” ๐Ÿ‘ 8    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Love that goblin king animation and the music choice is ๐Ÿ”ฅ best of luck with the demo, I'll try and give it a play on the weekend

02.02.2026 12:29 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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86'd on Steam Order Up, Chef! Grow a ragtag goblin kitchen crew and cook your way through this zany cooking sim, where mistakes don't just cost time, they cost a goblin's life! Can you keep your crew from getting 8...

Hey Bluesky!

I JUST published the DEMO for 86'd!

Take control of a goblin cooking crew and see how fare as you serve up detestable meals to even more detestable diners!

Happy #goblinweek

#gamedev #indiegame #newgame

store.steampowered.com/app/4256320/...

01.02.2026 20:44 โ€” ๐Ÿ‘ 22    ๐Ÿ” 5    ๐Ÿ’ฌ 5    ๐Ÿ“Œ 1
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Monthly Newsletter | Game Oracle Subscribe to our monthly newsletter for exclusive Steam insights, upcoming games forecasts, Steamworks news and Game Oracle updates.

How does a weird niche game suddenly sell 100k copies? ๐Ÿค”

Itโ€™s rarely luck. Itโ€™s usually a specific innovation in mechanics or marketing.

Every month, we identify the unique indie break-outs & deconstruct exactly what they did differently to survive the algorithm.

www.game-oracle.com/newsletter

30.01.2026 14:03 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Join the Game Oracle Feature Creeps Discord Server! Connect with fellow data driven developers using Game Oracle. Share your findings and insights, suggest features, report bugs and help others with their analysis. | 19 members

Hey #gamedev #indiegamedev #sologamedev eid you know we're on discord? Did you know we post exclusive insights there ๐Ÿ‘€ all powered by our map of the entire Steam marketplace ๐Ÿคฏ discord.gg/4DkANaJx

26.01.2026 16:06 โ€” ๐Ÿ‘ 5    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Monthly Newsletter | Game Oracle Subscribe to our monthly newsletter for exclusive Steam insights, upcoming games forecasts, Steamworks news and Game Oracle updates.

Steam is flooded with 16,000+ games a year. Most are noise, but some are rewriting the rules of the market. ๐Ÿ’Ž

Our monthly newsletter is a curated deep dive into the most unique indies and the specific innovations that made them succeed.

www.game-oracle.com/newsletter

#gamedev #indiegamedev

26.01.2026 14:30 โ€” ๐Ÿ‘ 4    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
When AI Helps Your Gameโ€ฆ and When It Destroys Your Steam Launch
YouTube video by Game Oracle When AI Helps Your Gameโ€ฆ and When It Destroys Your Steam Launch

I got tired of the "AI in games" shouting match, so I did the math. ๐Ÿงฎ

Using causal analysis on 10k+ games, I isolated the "AI effect" from marketing & skill.

The data shows that AI disclosure is currently a net negative for revenue
www.youtube.com/watch?v=ke9Z...
#gamedev #indiegamedev #indiedev

24.01.2026 19:39 โ€” ๐Ÿ‘ 8    ๐Ÿ” 3    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
The 5 Eras of Steam Every Indie Dev MUST Understand
Steam went from a clunky patcher for Counterstrike to the most important storefront in PC gaming, and every change along the way has reshaped what it means to be an indie game developer. In thisโ€ฆ The 5 Eras of Steam Every Indie Dev MUST Understand

From the "Indiepocalypse" of 2020 to the "Gen AI" flood of 2025.

We break down the algorithm changes, the fee structures, and the curation shifts that defined the last 20 years of PC gaming.

A must-watch for any indie dev planning a launch: www.youtube.com/watch?v=4Ih1...

#indiegamedev #gamedev

24.01.2026 15:30 โ€” ๐Ÿ‘ 5    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
The 5 Eras of Steam Every Indie Dev MUST Understand
Steam went from a clunky patcher for Counterstrike to the most important storefront in PC gaming, and every change along the way has reshaped what it means to be an indie game developer. In thisโ€ฆ The 5 Eras of Steam Every Indie Dev MUST Understand

My wife / Co-founder dropped a brilliant video breaking down the 5 Eras of Steam. If you want to understand why discoverability is so hard today, you need to understand the history that got us here.

Watch it here: www.youtube.com/watch?v=4Ih1...

#gamedev #sologamedev #indiegamedev

21.01.2026 14:02 โ€” ๐Ÿ‘ 7    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
1 in 4 New Steam Games Now Use AIโ€ฆ Is It All Slop?
Generative AI isnโ€™t a hypothetical future for indie game developers anymore, it is already baked into thousands of games on Steam. In this video, a dataset of over 16,000 games released betweenโ€ฆ 1 in 4 New Steam Games Now Use AIโ€ฆ Is It All Slop?

Is AI on Steam just for shovelware and "slop"? We looked at the data.

Spoiler: No. ๐Ÿšซ

Our data shows AI disclosure is everywhere โ€” RPGs, Strategy, 2D, 3D. Itโ€™s not hiding in one dark corner; itโ€™s normalised across every genre.

www.youtube.com/watch?v=IjdG...

#gamedev #indiegamedev #sologamedev

19.01.2026 12:02 โ€” ๐Ÿ‘ 8    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Today I've been working on an way to view all the capsules and art from competitors easily within Concept Compass. Personally I wanted this for when doing R&D for my own #indiegame. Now I have a great reference point for getting started ๐Ÿ‘จโ€๐ŸŽจ

17.01.2026 18:40 โ€” ๐Ÿ‘ 3    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
1 in 4 New Steam Games Now Use AIโ€ฆ Is It All Slop?
Generative AI isnโ€™t a hypothetical future for indie game developers anymore, it is already baked into thousands of games on Steam. In this video, a dataset of over 16,000 games released betweenโ€ฆ 1 in 4 New Steam Games Now Use AIโ€ฆ Is It All Slop?

We analysed 16,000 games released on Steam in 2025 to see how many are actually using AI.

The result? 21% of all new releases now disclose AI use. ๐Ÿ“ˆ

But here's the shocker: 60% use it for visual assets, yet almost NO ONE is using it for localisation. www.youtube.com/watch?v=IjdG...

#gamedev

16.01.2026 15:02 โ€” ๐Ÿ‘ 6    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

As a data scientist I love AI and ML, I think it should be a force for good. It should free us from grunt work & admin so we can focus on innovation & creativity. But atm it is being wielded about like a toddler with a hammer. Beware the Golem of Prague ๐Ÿค–

13.01.2026 16:53 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Thank you for reposting. I would like to just moderate that, as we emphasise in the article, the important observation is that it's A TOOL. I think there are a lot of factors at play that are drivers behind this statistic, including a culture shift brought on by AI - a pressure to drive down cost

13.01.2026 16:53 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Thank you @f0lak.bsky.social it is a fair critique, on reflection maybe I worded that poorly. We've made a strong assumption here that people are being honest with disclosure and I'll put my hands up and admit it is one of the biggest flaws in the study, but it was vital to the investigation

13.01.2026 16:47 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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AI in Games: The Impact On Sales Explore how AI influences game success on Steam. This data-driven analysis uncovers the link between AI usage and sales performance, revealing whether AI-generated content in Steam games is impactingโ€ฆ

Read the full analysis: www.game-oracle.com/blog/ai-part2

13.01.2026 15:30 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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We built a causal model to measure the cost of using AI in game dev.

The results are brutal: For experienced developers, disclosing AI use is associated with a ~53% drop in reviews. ๐Ÿ“‰

If you have the skills to make a hit, the "AI Stigma" might be costing you half your sales.

13.01.2026 15:30 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 2