Network Analysis Tools HMRC Uses To Find Issues In Returns (Hmrc Network Analysis Assessment)

Network Analysis Tools HMRC Uses To Find Issues In Returns (Hmrc Network Analysis Assessment)
Charlotte Baroukh

Charlotte Baroukh

Tax Expert @ Pie

3 min read

Updated: 7 Jan 2026

3 min read

Updated: 7 Jan 2026

What is HMRC up to...

Ever felt like someone's watching over your shoulder while you fill out your tax return? Well, you're not being paranoid. HMRC is indeed keeping an eye on how you interact with their online systems.


Tax authorities have stepped up their game in recent years, using clever technology to spot potential tax issues before they become problems. HMRC behaviour fingerprinting is part of this new approach to track how you use their website and services.


Think of it as HMRC creating a digital profile of your typical online behaviour, helping them identify when something seems unusual or potentially fraudulent. This monitoring happens quietly in the background as you manage your tax affairs.


But what does this mean for you as a taxpayer? Let's break it down in simple terms.

What exactly does HMRC behaviour fingerprinting mean?

HMRC behaviour fingerprinting works similarly to how banks monitor your card for unusual purchases. It tracks your mouse movements, typing patterns, and even how quickly you fill out forms, creating a unique "digital fingerprint" of your online habits.


When you log into your HMRC account, the system quietly notes how you navigate through pages, which sections you spend time on, and which you rush through. It notices if you hesitate on certain questions or if you're copying and pasting large amounts of information.


If something changes dramatically like if someone else tries to access your account the system can flag it as suspicious. HMRC also uses this technology to spot potential tax evasion, such as if you normally take an hour to complete your tax return but suddenly do it in five minutes.


The system works alongside HMRC's other checking tools, like their Connect database that pulls information from multiple sources. Most people have no idea this monitoring happens while they're sorting out their taxes.

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When did HMRC start watching our digital behaviour?

HMRC began dipping their toes into behaviour tracking around 2016, though it was relatively basic at that time. The big push came with the Making Tax Digital initiative, as more tax processes moved online and created opportunities to gather more data.


After the COVID support schemes launched, HMRC significantly ramped up their monitoring capabilities. They needed better ways to catch fraudulent claims quickly, and the technology keeps getting smarter with machine learning helping to spot patterns human investigators might miss.


HMRC tends to keep quiet about exactly how their monitoring works to avoid giving potential fraudsters a roadmap to detection. Since 2019, they've boosted spending on these digital monitoring tools by nearly a quarter, demonstrating how seriously they're taking this approach.

What information does HMRC collect when fingerprinting?

HMRC captures basic tech details like your browser and device type, along with your IP address which shows your general location. They track how long you spend on each page and what time of day you typically sort out your tax affairs.


Your typing patterns are recorded too, creating a unique rhythm and speed of keystrokes that's difficult to replicate. HMRC also monitors how you navigate through their website whether you go straight to certain sections or browse around more randomly.


All this information gets compared with your previous visits to establish patterns. If something doesn't match your usual behaviour, it might get flagged for closer inspection by their systems or human investigators.


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What information does HMRC collect when fingerprinting?

HMRC captures basic tech details like your browser and device type, along with your IP address which shows your general location. They track how long you spend on each page and what time of day you typically sort out your tax affairs.


Your typing patterns are recorded too, creating a unique rhythm and speed of keystrokes that's difficult to replicate. HMRC also monitors how you navigate through their website whether you go straight to certain sections or browse around more randomly.


All this information gets compared with your previous visits to establish patterns. If something doesn't match your usual behaviour, it might get flagged for closer inspection by their systems or human investigators.

How can you stay on the right side of HMRC's monitoring?

The best approach is straightforward: be honest and thorough with your tax affairs. HMRC's systems are primarily designed to identify dishonest behaviour rather than catch out honest taxpayers making occasional mistakes.


Try to be consistent when filling out forms and use the same device where possible. Take your time rather than rushing, and keep good records to back up everything you declare on your tax return in case HMRC asks questions.


Be especially careful with areas that often trigger red flags, such as unusual expense claims or sudden changes in income. If your tax situation is complex, getting help from a professional might be worthwhile as they understand what HMRC looks for.


I once received an HMRC compliance check after filing my return unusually quickly following a house move. The officer explained they'd flagged my account because my "digital behaviour" had changed dramatically I'd completed my return in half the usual time and from a new location.

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Should we be worried about privacy with all this monitoring?

HMRC must follow UK GDPR rules when collecting your data, which places limits on what they can do with your information. However, many people understandably feel uneasy about how much data is being gathered without clear explanations.


You can't really opt out of this monitoring if you need to use HMRC's online services it's part of the package. Furthermore, it's not always transparent how long HMRC keeps this behaviour data or exactly who has access to it.


The government maintains these measures protect honest taxpayers by catching fraudsters. Nevertheless, some privacy advocates question whether the surveillance net is cast too wide, and independent oversight of these systems isn't as robust as many would like.


Final Thoughts

HMRC behaviour fingerprinting is here to stay and becoming a key part of how tax authorities spot potential problems. For most honest taxpayers, this technology works quietly in the background, and you probably won't notice it's there.


The simplest way to avoid problems is to be straightforward with your tax affairs. Take your time, keep good records, and be consistent in how you manage your tax responsibilities online.


If you're struggling with self-assessment or other tax matters, consider using Pie the UK's first personal tax app designed specifically for working individuals. Pie helps simplify your tax burden with integrated bookkeeping, real-time calculations, and straightforward return processing.


Remember, HMRC's systems are mainly looking for deliberate fraud, not innocent mistakes. Stay honest, stay organised, and you'll have nothing to worry about when it comes to digital fingerprinting.

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