The January Problem: A Structural Case for Staggered Reporting Cohorts in Making Tax Digital

A discussion on the design of MTD for Income Tax Self-Assessment

9 October 2026
Jonathan Haston, BEng (Hons) Engineering with Management | MSc Financial Technology
Fintech Business Software Ltd

Acknowledgments

This discussion paper has been extensively reviewed using an AI assistant (Lumo, developed by Proton). Lumo assisted with fact-checking against primary sources including HMRC press releases, GOV.UK guidance, ICAEW Insights, ICAS responses, and ATT technical notes; verification of arithmetic calculations across all cohort schedules; identification of internal contradictions between sections; and suggestions for structural refinements including the reordering of objections and the development of the qualified congestion-relief claim. All arguments, conclusions and any remaining errors are the sole responsibility of the author.

The author welcomes formal feedback from professional bodies, HMRC stakeholders or academic reviewers. Such engagement may inform future revision.

Introduction

Making Tax Digital for Income Tax Self-Assessment (MTD for ITSA) went live on 6 April 2026 for sole traders and landlords with qualifying income above £50,000, with further tranches following at £30,000 from April 2027 and £20,000 from April 2028. The reform replaces the annual Self-Assessment return with quarterly digital updates and an end-of-year final declaration. Yet despite the most significant redesign of income tax reporting in a generation, one feature has been carried over untouched: the near-total synchronisation of reporting periods and deadlines — everyone reports on the same cycle (6 April to 5 April)1, and everyone finalises on 31 January the following year.

This discussion argues that this synchronisation is a design flaw, with real costs, and explores a remedy that has not featured in HMRC’s published thinking: staggered reporting cohorts, in which newly mandated taxpayers would report on a different annual cycle, leaving existing users’ reporting on the 6 April to 5 April cycle.

The 9-month information gap

The commonly cited objection to the January final declaration deadline is overload, but the more serious problem concerns asymmetry of information.

The owner of a business closing its books on 5 April doesn’t finalise its position immediately but waits until its final declaration is due the following 31 January. For up to nine months, the business operates without a confirmed net profit or liability for the year just ended. Cash-flow planning, tax provisioning and investment decisions all proceed on estimates.

The architecture of MTD was supposed to improve this. Quarterly updates were intended to give taxpayers near-real-time visibility of their tax position. But two features of the initial design undermine that promise.

First, quarterly updates are explicitly provisional. HMRC’s guidance is direct: “You do not need to make any accounting or tax adjustments before sending a quarterly update” (HMRC, 2026a). The updates are summaries, not tax returns, and capital allowances, loss relief and other end-of-period corrections are deferred to the final declaration. The estimates taxpayers receive therefore exclude precisely the adjustments that determine actual profit and tax liability. The professional bodies concur: ICAS, in its response to HMRC’s consultation on timely payment of income tax (published 23 June 2026), warned that MTD updates “are not currently tax-adjusted and will, in all but the simplest of cases, be unsuitable for estimating annual taxable profits”, particularly where year-end tax planning and capital expenditure affect the liability (ICAS, 2026b).

Second, the figures downstream of quarterly reporting depend on the previous year’s finalised results. Payments on account for 2026/27 are calculated from the 2025/26 liability, which is itself not confirmed until 31 January 2027 — the same date on which the balancing payment falls due. The in-year tax estimates built on those updates therefore inherit the prior year’s unresolved adjustments and cannot firm up until those are complete. The system thus embeds a recurring, compounding lag that concentrates its consequences in a single month.

The congestion problem

Even in the best case, synchronisation creates predictable congestion. As each tranche of the thresholds brings in hundreds of thousands of new users — the £50,000 tranche alone brought more than 864,000 taxpayers into scope (HMRC, 2026d), with approximately 970,000 more expected from April 2027 (HM Government, 2025) — onboarding and agent authorisations cluster around the same April dates. Early evidence bears this out: HMRC reported over 570,000 registrations and around 436,000 first quarterly submissions as of 12 August 2026 (HMRC, 2026b) — leaving a gap between the populations expected in scope and those actively reporting. Despite having allowed the sign-up process for MTD a year early (HMRC, 2025), agents faced registration and authorisation failures at volume as the first quarterly deadline approached (ATT, 2026; ICAEW, 2025b), and by August 2026 roughly a third of the in-scope population remained unregistered, prompting HMRC to adopt staged automatic enrolment (HMRC, 2026b). That staging may be read as a silent admission that simultaneous onboarding strains the system.

Professional bodies have voiced related concerns. Referring to taxpayers with qualifying income of more than £20,000 from self-employment and property, due to register in April 2028, the ICAEW has questioned the pace of extension given that the first mandatory year-end returns are not due until 31 January 2028, leaving “almost no time to assess how that has gone before the requirements are extended to more taxpayers” (Miskin, quoted in ICAEW, 2025a). ICAS reached a similar conclusion earlier still: writing to the minister responsible in June 2023, it argued that quarterly reporting requirements would impose a disproportionate cost burden on smaller businesses and urged that quarterly mandates apply only above the VAT registration threshold — a warning premised on its estimate that only around 5% of UK accountancy firms were then truly digital (ICAS, 2023a; 2023b).

The structural irony deserves emphasis: basis period reform (Finance Act 2022) deliberately abolished the old ‘current year basis’ and aligned all unincorporated businesses to the tax year. In its consultation, HMRC stated that these reforms were intended to ‘simplify the taxation of trading profits and the implementation of Making Tax Digital for Income Tax’ (Tax Adviser magazine, 2023). Yet as Tax Adviser magazine observed, for businesses with year-ends not aligned to 5 April, quarterly reports of receipts and expenses will not match taxable profit at all, since profit must be time-apportioned across accounting periods. And it remains unclear how software will bridge that gap (ATT, 2024). Alignment has solved one problem and created another.

Why “file early” is not an answer

At this point a natural objection arises — none of this regulation prevents early finalisation. Returns can be submitted at any point after the tax year ends (31 January is a deadline, not a start date). If a business with closed books can finalise in April, doesn’t the January peak then reflect taxpayers’ own choices?

This objection is correct in its facts, but its conclusion deserves further analysis.

Voluntary early filing has existed throughout the Self-Assessment era, and the scale of the January concentration that follows from taxpayers declining to use it is official, not inferred. HMRC’s own figures show that on 5 January 2026 — with less than a month to go — 5.65 million taxpayers had still to file, nearly half of the more than 12 million expected to submit a return for 2024/25 (HMRC, 2026c). It is true that a narrow majority, 6.36 million, had already completed their return by that date, and that thousands filed over the New Year holiday itself. But that concession makes the point more sharply, not less: even after three decades of publicity urging the opposite, close to half the entire Self-Assessment population reliably arrives in the final four weeks. The reason is not laziness but rationality. A taxpayer who finalises early receives no benefit whatsoever: the balancing payment is still due on 31 January, payments on account still fall on 31 January and 31 July, and any repayment accrues no additional interest by arriving sooner. Early filing costs effort now while deferring settlement by up to nine months — for HMRC’s benefit, not the taxpayers. Money left in the taxpayer’s hands until the deadline is money working for the taxpayer, not the Treasury.

The January congestion is therefore best understood not as a failure of individual discipline but as a coordination failure with individually rational causes. Millions of taxpayers, each responding sensibly to the incentives they face, collectively produce an outcome nobody wants; overloaded agents, jammed HMRC helplines, and a compressed professional season that degrades the quality of year-end work.

Nor is the helpline strain hypothetical. As 31 January 2026 fell on a Saturday, HMRC’s Agent Dedicated Line was closed on the deadline day itself — shutting at 6pm on Friday 30 January and reopening Monday 2 February — HMRC providing an enhanced webchat service for taxpayers and agents, with more advisers than usual to provide support, and phone helplines, restricted to a limited Saturday window of a few hours covering only common queries (ICAS, 2026a; ICAEW, 2026). When the system’s answer to its own busiest day is to close its main agent support channel and triage everything else, it is managing the congestion rather than addressing it. “File early” campaigns and awareness messaging ask taxpayers to act against their own financial interest with no compensating reward, and the persistence of a five-million-plus January backlog demonstrates that they have never succeeded at scale. There is no reason to believe they will under MTD.

Before drawing conclusions from that backlog, one difference in scale should be stated plainly. The 5.65 million unresolved filings belong to the entire Self-Assessment population — more than 12 million taxpayers — whereas MTD for ITSA presently reaches only the first mandated tranche of roughly 864,000, estimated to grow by around 970,000 in April 2027 and around 970,000 more in April 2028 (HM Government, 2026; HM Government, 2025). The figure is therefore not a like-for-like count of current MTD congestion and should not be presented as one. Its proper use is as a behavioural benchmark: the share of taxpayers — close to half — who defer filing to the final month when the final declaration and payment deadlines coincide on 31 January. Nothing in the design of MTD removes the incentive producing that behaviour. The smaller, higher-income and better-advised early cohorts may file earlier in aggregate, but there is no basis for expecting the final-month concentration to disappear as the MTD population grows towards the size and composition of Self-Assessment. Indeed, the January 2028 peak — when the first cohort’s final declarations and balancing payments converge — is precisely the point at which the benchmark becomes a live measurement.

One consequence follows directly, also worth stating plainly: because payment deadline dates are involuntary anchors, even perfect compliance with an ideal of April filing would leave the January peak intact. Millions of balancing payments would still land simultaneously in January, followed by a second spike on 31 July. Spreading reporting through voluntary behaviour does nothing about the settlement schedule, because payment deadlines are compulsory regardless of when the return was submitted.

Staggered cohorts — a candidate design

If the costs of synchronisation are real and voluntary behaviour cannot remedy them, the remedy must change the structure itself, distributing reporting deadlines and their associated payment deadlines across the calendar, and decoupling these two different kinds of deadlines altogether.

A design constraint deserves emphasis at the outset, because it defines what the proposal does and does not change. Tax liability itself would continue to be computed on the statutory tax year: rates, allowances, national insurance and benefit entitlements would remain untouched. The staggered cohort design would govern only when the final declaration is submitted, when quarterly updates fall due and when the associated payments crystallise. In other words, the cohort change is a stagger of deadlines and a separation of reporting deadlines from their associated payment deadlines, not of the underlying computation. This deliberately confines the proposal to what it needs to achieve and avoids reopening historic reconciliation machinery that basis period reform spent years dismantling — an issue explored further in the objections below.

The MTD Calendar

Figure 1 presents an analysis of the deadlines for taxpayers already using MTD for ITSA during the relevant tax year, beginning on 6 April 2026. Their first quarterly update fell on 7 August 2026 and within the twelve months from August 2026 through July 2027 only seven deadlines fall: the four quarterly updates for 2026/27, the final declaration (plus any balancing payment owed) for 2025/26, the first payment on account towards the 2026/27 tax bill (all due by 31 January 2027), and the second payment on account towards the 2026/27 tax bill (due by 31 July 2027). The corresponding declaration and payment obligations for the 2026/27 tax year fall later: the final declaration, balancing payment and first payment on account on 31 January 2028, and the second payment on account on 31 July 2028.

Figure 1 — MTD for ITSA in its current form, highlighting the source of the January problem
Figure 1. MTD for ITSA in its current form, highlighting the source of the January problem — conflated universal deadlines falling on a single calendar date.
Click on the image to view a larger format.

The calendar in figure 1 exposes MTD's most significant weakness — the retained January reporting deadline conflated with one of only two annual payment deadlines. The fixed date on which this important reporting deadline falls accepts that 'rationally late' reporters are working with incomplete financial records on a perpetual annual cycle.

A staggered cohort design addresses the issues associated with synchronised universal deadlines and presents an opportunity to align every taxpayer's final declaration with their cohort's quarterly update schedule, in a way that closes the information gap. The two critical implementation requirements are separating the declaration and payment deadlines, and scheduling the final declaration deadlines to fall before each cohort's first quarterly update reporting deadline.

The following tables, calendars and discussion present the analysis of a phased transition between MTD's initial implementation and a staggered cohort design ending in a normalised annual reporting and payments schedule. The analysis follows the 'taxpayer's journey', through two consecutive tax years, 2027/28 and 2028/29, corresponding with the taxpayers coming into scope in tranches during these two periods.

Considering a hypothetical case where the government has decided to implement staggered cohorts, beginning with the April 2027 tranche of sole traders and landlords with qualifying income exceeding £30,000 per year, and continuing through April 2028, onboarding those with qualifying income exceeding £20,000 per year.

The transitional schedule of events and deadlines in the first year, beginning on 6 April 2027 is presented in figure 2. Figure 2.1 presents the staggered cohort calendar covering the tax year 2027/28.

The normalised schedule of events and deadlines in the second year, beginning on 6 April 2028 is presented in figure 3. Figure 3.1 presents the fully normalised, repeating staggered cohorts calendar covering the tax year 2028/29.

Each newly joined taxpayer's schedule is normalised at the beginning of their second annual reporting period, on submitting their final declaration before their first quarterly update deadline for the new period.

The new schedule of reporting and payments deadlines distributes the most demanding activity more evenly across the calendar year. Individual taxpayers still meet the demands of only seven fixed deadlines but the scale of peak demands, on services and agents, is reduced because each new deadline serves only a fraction of the MTD population, and taxpayer's final declaration deadlines no longer converge with their payment deadlines.

Figure 2 — Staggered schedule of events, reporting deadlines and payment deadlines covering the period beginning 6 April 2027 and ending on 31 January 2029
Figure 2. Staggered schedule of events, reporting deadlines and payment deadlines covering the period beginning 6 April 2027 and ending on 31 January 2029.
Click on the image to view a larger format.

Newly mandated registrants under this scheme enter the MTD regime on one of 4 cohort start dates, on the 6 April, 6 June, 6 August or 6 October, and report on an annual cycle determined by their initial start date. Their start date becomes the first day of a new registrant's tax reporting year.

Existing users continue the 6 April to 5 April basis — already aligned with the statutory tax year.

Figure 2.1 — Staggered cohort calendar (transitional first year) indicating the distribution of deadlines throughout the year (2027/28)
Figure 2.1. Staggered cohort calendar (transitional first year) indicating the distribution of deadlines throughout the year (2027/28).
Taxpayers who join during the 2027/28 statutory tax period enter cohort C2, C3 or C4, introducing a pause on new entrants joining C1, which already serves the large population of taxpayers in scope from 2026/27.
Click on the image to view a larger format.
Figure 3 — Staggered schedule of events, reporting deadlines and payment deadlines covering the period beginning 6 April 2028 and ending on 31 January 2030
Figure 3. Staggered schedule of events, reporting deadlines and payment deadlines covering the period beginning 6 April 2028 and ending on 31 January 2030. The schedule repeats, using annualised dates in subsequent years.
Click on the image to view a larger format.
Figure 3.1 — Staggered cohort calendar (annual cycle) detailing the complete distribution of deadlines throughout the year (2028/29)
Figure 3.1. Staggered cohort calendar (annual cycle) detailing the complete distribution of deadlines throughout the year (2028/29).
Click on the image to view a larger format.

All 4 cohorts experience a permanent change in the timing of deadlines, bringing final declaration deadlines forward, within 90 days of any cohort's tax reporting year end. The change is most dramatic in the first year of operation:

Following implementation, each cohort's balance and first payment on account deadline falls seven months after their final declaration deadline rather than falling on the same day.

The Merits

Objections

Transparency requires acknowledging the difficulties.

Conclusion

MTD was justified as a modernisation, delivering real-time visibility and reduced error. Yet its endpoint preserves the defining disorder of the old system: a universal information lag capped by a single national deadline. The quarterly architecture distributes routine reporting admirably — with deadlines falling on 7 August, 7 November, 7 February and 7 May — only to reconcentrate everything consequential in January. Professional opinion has converged on the diagnosis from several directions: ICAEW on the pace of extension, ICAS on both the unsuitability of quarterly updates for liability estimation and the visible strain on HMRC's support channels at the January peak (ICAS, 2026a; ICAS, 2026b).

The discussion here has argued that this concentration is not curable by appeals to taxpayer behaviour, because the option to file early has always existed and offers the taxpayer nothing in return for taking it. The January peak is caused by the aggregate of individually rational delay, anchored by compulsory payment dates. Remedies that leave those anchors in place — encouragement, awareness campaigns, voluntary schemes — cannot succeed, and should not be presented as if they could.

What remains are structural measures: the staggered cohort proposal set out above, and rolling commencement under which a taxpayer's obligations begin at the first appropriate quarterly boundary after they fall within scope rather than a fixed 6 April. Neither measure is unprecedented: VAT already assigns its registered population to stagger groups, so that return and payment deadlines fall in different months for different businesses, staggered by HMRC expressly “to spread the flow of returns evenly over the year” (HMRC, n.d.) — an ordinary, largely uncontroversial feature of the system. The two are complementary rather than alternatives: the tranches of 2027 and 2028 are large enough that their arrival should not be synchronised, and rolling commencement is the natural vehicle by which each tranche enters.

Both merit formal evaluation, and the natural moment is before the final tranche arrives — the January 2028 peak, when the first mandatory cohort submits its final declarations, will supply the clearest evidence yet of what synchronisation costs (ICAEW, 2025a).

The congestion is real, predictable and measurable — the 5.65 million unresolved filings at 5 January 2026 quantify today's baseline (HMRC, 2026c), and the January 2028 peak will supply the sharper evidence. Whether the government's preference for statutory simplicity justifies it is precisely the question that evidence should inform.

Note 1. In fact, taxpayers whose accounting period runs 1 April–31 March can elect calendar update periods (joining from 1 April rather than 6 April), per GOV.UK guidance. (HMRC, 2026a).
Note 2. HMRC does not routinely publish figures on how many people enter or leave Self-Assessment each year.

References

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