Reliability and cost

    The fault that keeps coming back.

    Three closed work orders can be one unsolved problem. Mainte keeps the whole history of a machine together, so a run of repairs shows up as a pattern, and the next decision about it, whether to repair again, change the maintenance or replace it, has something to stand on.

    Published 5 min read8 sources

    Written for maintenance managers · reliability engineers · plant and fleet managers · business owners

    The problem: every job closes, the problem doesn't

    A pump loses its mechanical seal. A fitter replaces it, the job is closed, the pump runs. Eight months later it happens again, with a different fitter and a different work order. Each job, on its own, is a success. Together they are a pattern nobody has been shown, and each repair has treated the symptom while the cause, the way the pump is being run, carries on.

    A list of closed work orders

    P-102 · Recycle pump

    • WO-0871Replace mechanical sealClosedMar
    • WO-0934Replace mechanical sealClosedNov
    • WO-1022Replace mechanical sealClosedApr

    Three jobs, each one done and closed. Nothing here says they are the same problem.

    The machine's record, same months

    P-102 · Recycle pump

    1. MarFindingSeal leaking at the drive end. Tag: seal-leak.
    2. MarServiceWO-0871. Seal faces scored; flush line part-blocked and cleared.
    3. JulShift logOperator: rattle from P-102 when the wet well runs low, gone once it recovers.
    4. NovFindingSeal leaking again. Recurred ×2.
    5. NovServiceWO-0934. Heat marks on the faces, consistent with running dry.
    6. JanManualO&M manual, p. 37: maintain minimum submergence; do not run dry.
    7. AprFindingThird leak in 13 months. Recurred ×3.
    8. AprNoteEngineer: raise the low-level stop and review the flush plan before fitting a fourth seal.
    The same pump, seen as a list of closed jobs and as its record. The pattern behind the three seals only appears when the operator's note, the technicians' findings and the manual sit beside the work. Fictional pump; the kinds of record are Mainte's.

    What the evidence says

    Research for the UK's Health and Safety Executive on ageing plant says a maintenance log should be specific to each item of equipment, because it 'helps to identify costs, problem areas, and recurrent problems'. Its example is exactly this one:

    “The objective is to record data in such way as to differentiate between 20 new seals on one pump, and 20 new seals over several pumps.”
    Plant ageing, research report RR509 prepared for the Health and Safety Executive, section 2.4.2[1]

    Major investigations keep finding the same gap. At the Buncefield fuel depot, a tank gauge had stuck 14 times in three months; it 'was not recorded on the defects log and the Operations Manager was unaware of the frequency of failure'.⁠[2] At the Texas City refinery, the maintenance system 'did not include trending reports that would alert maintenance planners to troublesome instruments or equipment that required frequent repair'.⁠[3] In New South Wales, a court found a council had failed to undertake preventative maintenance on a sewer rising main after a similar failure of the same main three years earlier.⁠[4]

    Reliability engineering has a name for the discipline that fixes this: a closed-loop failure reporting system, in which every failure is reported and analysed, corrective action is taken 'to prevent recurrence', and 'the adequacy of implemented corrective actions is verified'.⁠[8] The loop only closes if the second failure can be connected to the first.

    What it costs

    The seal is the cheap part. The US Department of Energy's pumping guide lists frequent seal and bearing replacement among the common signs that a pump is wrong for its duty, and warns that replacing them 'can keep a maintenance crew so busy that they overlook the system operating conditions that are causing most (or all) of the problems'.⁠[5] The pump industry's life-cycle guidance adds that downtime can cost more than a pump's energy or maintenance, and that a plant's own failure history is better evidence than the supplier's figures.⁠[6]

    Across US discrete manufacturing, NIST found that plants relying most heavily on reactive maintenance were associated with 3.3 times the downtime and 16 times the defects of those relying on it least.⁠[7] That is an association from a small survey, not a promise. The figures are traced and graded in What breakdowns cost.

    How Mainte handles it

    Recurrence is counted
    Findings and service records on the same machine and component are matched, so a fault that comes back is shown as such: 'recurred 3× in 90 days', on the machine's findings, where the next person looks.
    The whole history, in order
    Readings, checks, findings, notes, service records, work orders, documents and photos sit on one timeline per machine, with who recorded each. The fitter's note about what they found the first time is there when the second job opens.
    What the technician actually found
    The completion note is kept as written, not reduced to a code. 'Faces scored, flush line part-blocked' is the line that tells the next person the seal was a symptom.
    Reliability across the fleet
    Analytics shows failure recurrence and reliability across machines, so the handful of assets that take most of the repair effort are visible as a list, not a feeling.
    Observations from the plant itselfFixed plant connected through Mainte Edge
    On instrumented plant, Mainte flags a pump performing below its twin or two instruments that no longer agree, with the readings behind each flag, so a developing problem is seen alongside its repair history.
    Changing the maintenance
    When the answer is a different maintenance plan, PM schedules fall due by calendar or by hour meter and arrive as real work orders, and on-time completion is tracked.
    Costs where they belongCost module
    A receipt is read, a person with authority confirms it, and the cost belongs to the machine, the job or the purchase order it was for, so what a problem has cost can be traced.

    From a pattern to a decision

    Seeing the pattern is not the same as knowing the answer. A third seal failure might mean the pump is being run dry, the wrong seal was fitted, the flush plan is wrong, or the pump is at the end of its life. What the record does is put those questions to the right person with the evidence attached, and keep their decision on the machine so the reasoning is still there next year:

    • Repair again, with the reason this time is expected to be different.
    • Investigate the cause, with the history, the operator's observations and the manual already in one place.
    • Change the maintenance, as a schedule that produces work rather than a note in a spreadsheet.
    • Replace it, on the strength of the machine's own record rather than the memory of its last bad week.

    Sources

    1. [1]Plant ageing: management of equipment containing hazardous fluids or pressure (RR509) · Health and Safety Executive (UK); prepared by TWI, ABB Engineering Services, SCS and Allianz Cornhill Engineering · 2006 · Research report commissioned by the regulatorQuoted from section 2.4.2, p. 32. Internet Archive copy; the HSE has since moved its research pages.
    2. [2]Buncefield: Why did it happen? The underlying causes of the explosion and fire at the Buncefield oil storage depot · COMAH Competent Authority (HSE, Environment Agency, SEPA) · February 2011 · Major incident investigation reportQuoted at paragraph 56. Copy hosted by IChemE; the official HSE copy is in the UK National Archives.
    3. [3]Investigation Report: Refinery Explosion and Fire, BP Texas City (Report No. 2005-04-I-TX) · US Chemical Safety and Hazard Investigation Board · March 2007 · Federal incident investigation reportQuoted from section 7.2.4, p. 134.
    4. [4]Central Coast Council fined for spilling 1.8m litres of untreated sewage · NSW Environment Protection Authority · 9 January 2025 · Regulator media release on a Land and Environment Court sentence
    5. [5]Improving Pumping System Performance: A Sourcebook for Industry (second edition) · US Department of Energy and the Hydraulic Institute · May 2006 · Government technical guidance
    6. [6]Pump Life Cycle Costs: A Guide to LCC Analysis for Pumping Systems, executive summary · Hydraulic Institute, Europump and the US Department of Energy · January 2001 · Industry and government guidance
    7. [7]Economics of Manufacturing Machinery Maintenance: A Survey and Analysis of U.S. Costs and Benefits (NIST AMS 100-34) · D. Thomas and B. Weiss, National Institute of Standards and Technology (US) · June 2020 · Government research reportUS discrete manufacturing, 2016. 71 survey responses used; NIST notes many sub-group differences are not statistically significant.
    8. [8]MIL-HDBK-2155: Failure Reporting, Analysis and Corrective Action Taken · US Department of Defense · 11 December 1995 · Reliability handbookQuoted from paragraph 3.3, the definition of a closed-loop failure reporting system.

    Bring one machine.

    Bring one machine's paperwork: the manual, the last few service reports, an inspection or two. We'll show you what Mainte does with it, and what the record looks like a year in.

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