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Data quality — guides and articles
33 articles published between September 2025 and September 2026. Where to start is below; the rest follow, newest first.
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Why Your ERP Dashboard Is Lying to You
An Omani fisherman reads the sky, the wind and the water. Your dashboard reads whatever it was told to measure. The gap between those two is where confident, wrong decisions get made.
HR and payroll6 min read
Between the Clock and the Payslip There Is a Person With a Spreadsheet
The biometric terminal produces data. Payroll consumes a number. Between them sits somebody who exports, filters, applies the rules nobody has written down, and hands over a figure that arrives too late to be questioned and cannot be reproduced.
23 September 2026ReadManufacturing6 min read
Which Version of the Bill of Material Made This One?
A specification changes and somebody edits the bill of material in place. Every cost, every plan and every traceability answer for everything made before that edit silently becomes a statement about a product that was never built that way. Nothing warns anybody, and the damage is permanent.
23 September 2026ReadHealthcare and clinics7 min read
You Work the Large Denials. The Money Is in the Small Ones.
Every clinic works its denials from a spreadsheet rebuilt out of the remittance file each month, and every clinic works the large ones. The small ones expire — and the pattern behind them, which is usually one clinician, one code or one payer rule, is never visible because nobody ever groups them.
23 September 2026ReadLogistics and freight7 min read
The Pallet Is Not a Thing in Your System. Only Lines Are.
The question a warehouse manager asks twenty times a day — what is on that pallet — usually has no answer short of walking over and looking. Cross-docking, single-scan moves and third-party segregation are not three missing features. They are three consequences of one missing idea.
23 September 2026ReadHealthcare and clinics5 min read
Healthcare VAT Belongs on the Line, Not on the Patient
A clinic sets VAT on the customer record or on the invoice, and then treats a patient who receives basic treatment and a cosmetic procedure in the same visit. The mixed visit is the normal visit, and a system that resolves tax at the wrong level is wrong on most of them without ever producing an error.
23 September 2026ReadHealthcare and clinics6 min read
The Code Was Valid the Day You Treated. That Is the Only Day That Counts.
A clinic validates its coding against the list on the screen today, and files a claim for a visit that happened three weeks ago. Between those two dates the drug code list was republished several times and something on the claim was deactivated. The denial arrives in a remittance advice weeks later.
23 September 2026ReadManufacturing6 min read
You Find Out You Passed the Service Interval When the Parts Start Failing
Preventive maintenance due every fifty thousand shots is scheduled on a calendar, in a system that has never been told how many shots the machine has run. Maintenance is not a cost centre attached to a factory. It is a constraint on the plan, and treating it otherwise is why the plan misses.
23 September 2026ReadLogistics and freight7 min read
A Proof of Delivery You Can Edit Is Not Proof of Anything
Delivery disputes are settled from a photograph on a driver's phone, detention is argued rather than measured, and nobody can say what a trip costs. Three problems with one shape: the evidence was never captured as evidence.
23 September 2026ReadManufacturing6 min read
Nobody Stops the Operator Who Runs It at Forty-Five Per Cent
The recipe says twenty-eight per cent regrind on a food-grade part and the line runs it at forty-five. The specification exists, it is correct, and nothing in the system prevents the deviation or records that it happened. A quality system that only documents is not a quality system.
23 September 2026ReadManufacturing6 min read
The Routing Says Eight Cavities. The Mould Has Run Four Since March.
Every plan a factory makes rests on a routing nobody has looked at since the machine was commissioned. When the standard diverges from the machine, the schedule stops being a plan and becomes a wish, and the people on the floor stop using it long before anyone in the office notices.
23 September 2026ReadManufacturing7 min read
Your Variance Report Reads Zero Because Nobody Told It the Truth
Startup scrap, off-spec output, offcuts and the remainder nobody will sell are written off as yield loss against a standard that was set to make the arithmetic balance. A variance report with nothing in it is not a well-run factory. It is a factory that is not measuring.
23 September 2026ReadHR and payroll6 min read
Somebody in Your Company Cannot Legally Work Tomorrow
Visas, labour cards, Emirates IDs, insurance, professional licences and passports all expire on their own schedules, and the register of them is a spreadsheet one person maintains. The first sign of a lapse is usually somebody being turned away at a gate.
23 September 2026ReadLogistics and freight10 min read
Your Warehouse Hunts for Work. That Is the Productivity Problem.
Every productivity conversation in a warehouse becomes anecdote against anecdote, because nobody can say how long a putaway is supposed to take. The cause is not the picker. It is that work is hunted off a list instead of given out, and until that changes there is nothing to measure.
23 September 2026ReadData governance10 min read
One Owner Per Data Domain, Named — Or Three Versions of Every Number
Everybody agrees the customer master is a mess and everybody agrees somebody should fix it. The reason nobody does is not laziness. It is that the person who would have to say no to a colleague has never been named, and a rule nobody is authorised to enforce is a preference.
9 September 2026ReadProcess automation13 min read
Automating a Process Without Automating the Mess
The order of operations is measure, delete, then automate. Almost every project skips the middle step, and what it buys is the same process running faster, with a maintenance liability attached and a bad habit now encoded as a control.
9 September 2026ReadIT governance13 min read
Nobody Can Buy an Audit Until Somebody Says What Arrives
An independent system audit is not a verdict on your IT. It is six documents and a fix list: named owners, licence against actual usage, a system of record per shared object, and every finding priced by what it costs you in a month if nothing changes.
9 September 2026ReadProfessional services7 min read
A Timesheet Filled In on Friday Is a Memory, Not a Record
The reconstructed week always adds up. It sums to forty hours, spreads sensibly across three clients, and passes every review a firm actually runs — which is exactly why nothing in the firm can detect that it is fiction.
4 September 2026ReadProperty management8 min read
A Spreadsheet Agrees With Whatever Is Typed Into It
Nobody replaces the spreadsheet because it broke. It never breaks. It agrees, every time, with whatever the last person entered — and four specific thresholds turn that agreeableness from a convenience into the reason nobody trusts the numbers.
26 August 2026ReadProperty management7 min read
The Money in Your Account Is Not Your Money
A managing agent collects rent that belongs to somebody else, spends some of it on his behalf, keeps a fee, and owes the rest. Almost every dispute in this business comes from one of those four numbers being produced by a person rather than by a system.
26 August 2026ReadProperty management8 min read
The Cheque in the Drawer Is Not an Asset Until Somebody Walks It to the Bank
A year's rent arrives as a stack of paper written months before it is due. That makes collection a custody and calendar problem before it is ever an accounting one, and almost every property system in this market gets the accounting half wrong in the same way.
26 August 2026ReadProperty management8 min read
By the Time You Can Prove It, the Tenant Has Been There Four Months
Arrears is not a number, it is a clock, and the clock only counts where there is dated evidence. The decisions that determine whether you can recover in month five were made in week one and month two, by people who were not thinking about a case.
26 August 2026ReadERP selection9 min read
An ERP Readiness Assessment Is Only Useful If It Can Tell You Not to Buy
Most ERP readiness assessments are qualification questionnaires with a diagnostic vocabulary. They have no answer that ends the conversation, which means they are not measuring readiness — they are measuring interest. Here is what a real one asks, and what each answer commits you to.
25 August 2026ReadUAE compliance12 min read
Surviving an FTA Audit With the ERP You Already Have
An audit is a reconciliation, not an inspection. Which of the questions an auditor asks your ERP can answer from the database, and which ones it silently cannot without a person and a spreadsheet.
13 August 2026ReadInventory12 min read
Batch Traceability and Recall: The Forty-Eight Hour Question
One step forward and one step back sounds like two queries. In practice it is rework, blending, repacking, subcontracted operations and the samples nobody documented — and a company that cannot answer in a day answers by recalling everything.
10 August 2026ReadAI11 min read
AI Agents in Your ERP: What Is Real and What Is Still a Demo
The demo lasts four minutes and it works every time. Here is what AI agents genuinely do inside business systems today, what quietly fails in production, and the permissions design, audit trail and named owner an agent needs before it touches a ledger.
15 July 2026ReadE-invoicing12 min read
The E-Invoicing Work Nobody Quotes: Fixing Your Own Data
The connector is the easy half. This is the readiness plan for the other half: TRNs, item master, unit-of-measure codes, tax categories, credit note references, and the fields the schema wants that your invoice has never carried.
4 July 2026ReadInventory12 min read
Why Your Stock Figure Is Wrong, and What Actually Fixes It
The system says 400 and the rack holds 260. The gap has causes with names, an annual count corrects none of them, and the thing that actually converges is duller and cheaper than anyone wants it to be.
4 July 2026ReadERP selection12 min read
The Signs You Have Outgrown Your Accounting Software — And the Case for Waiting
QuickBooks, Tally, Zoho Books and a set of spreadsheets will run a company further than most consultants admit. Here is how to tell when they genuinely stop, and the honest argument for not moving yet.
24 June 2026ReadUAE compliance12 min read
Corporate Tax Did Not Arrive as a Return. It Arrived as a Data Structure.
The corporate tax return asks questions your general ledger was never designed to answer. The fix is a chart of accounts and a set of dimensions decided before the year starts, not a spreadsheet assembled after it ends.
20 June 2026ReadAI7 min read
How to Bring AI Into Your ERP Without Burning Down the House
A CEO came back from a conference wanting to rip out a five-year-old ERP and rebuild it with AI. One question changed his mind. Why you add AI in branches, not by burning down the tree.
24 November 2025Read
ERP implementation10 min read
Why ERP Projects Die in Data Migration — And How to Be One That Survives
Read the post-mortems and the same cause of death appears again and again. Not the software, not the budget, not resistance to change. Data migration — and the beautiful lie every project starts with.
19 November 2025Read
Integration12 min read
The Integration Paradox
A highway connected a Spanish village to the whole country, and disconnected it from itself. Systems integration does the same thing when nobody decides which system holds the truth.
12 October 2025Read
Reporting14 min read
Why Your ERP Dashboard Is Lying to You
An Omani fisherman reads the sky, the wind and the water. Your dashboard reads whatever it was told to measure. The gap between those two is where confident, wrong decisions get made.
18 September 2025ReadAfter the reading
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