10 common reasons why ai implmentations fail

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  • 7/30/2019 10 Common Reasons Why AI Implmentations Fail

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    The ten most common reasons

    why asset integrity

    implementations fail

    Dr. Steven W. CiaraldiVelosi Asset Integrity Ltd, May 2012,

    www.oilandgasfundamentals.com

    This article is brought to you as part of a unique new

    online learning resource for the global oil and gas

    business aimed at educating the industry on the

    essentials of asset integrity management. Find out

    more by visitingwww.oilandgasfundamentals.com.

    Compare the approachesof the top ten operatingcompanies around the world to tackling the asset

    integrity challenge, and you will find many

    similarities. Whether in the models used to identify

    risks or the approaches used to manage them.

    Industry thinking has evolved to a point where most

    agree on the fundamental elements of how to

    approach integrity management.

    However, look closer and you might find some

    further commonalities. The reasons why asset

    integrity management strategies often fail to achieve

    the results expected of them are also often the same

    from operator to operator.

    So what are these reasons, and how can you ensure

    you are building them into your implementation

    strategy to ensure you arent set to repeat them? In

    this article, Velosis Stephen Ciaraldi, a 30 year BP

    veteran, will walk you through the top 10 reasons

    why integrity management implementations fail and

    give you some valuable advice to ensure your

    integrity programme to avoid the same fate.

    Reason one: attempting to tackle integrity

    in isolation

    Perhaps the most common reasons for asset integrity

    strategies to fail is integrity specialists trying to do

    integrity in isolation. Integrity is not a subject which

    thrives in a silo it requires the entire business to be

    aware, on board, and supporting a unified effort. But

    not only can integrity not success if standing alone in

    order to succeed, it needs to be truly aligned with the

    business. People need to know how integrity affects

    their day to day job, they need to be encouraged,

    cajoled, instructed and incentivised to ensure that

    they are working together. Different groups have

    different goals, not caring about others goals, and

    areas where people dont like to be tasked with doing

    others work is a demonstration of a silo mentality. If

    that type of silo mentality exists, there will be

    problems in implementing integrity management.

    Reason two: losing sight of process, people

    and plant

    It may seem obvious, but an asset integrity plan is a

    extremely complex undertaking with many moving

    parts and even more stakeholders involved in its

    successful execution. Recognising that there are

    many reasons why asset integrity implementations

    dont achieve the results expected of them is an

    important starting point. Problems arent confined to

    one particular area of an integrity implementation

    and can just as easily emerge in either the process,

    the people of the plant components which make up

    an integrated integrity management programme.

    Focus too narrowly on one area, and you can be sure

    problems will emerge elsewhere. The key to

    implementation is the effective working together of

    these three components, and ensuring that checks

    and balances exist at every stage to help you.

    Reason three: not addressing the

    competition between productivity and

    integrity

    Companies failing to properly budget for and book

    production deferrals are also key reasons animplementation can fall down. It has been known for

    individuals to go on site and say its not my job to

    maximise productionits my job to assure integrity

    of facilities and to implement the asset integrity

    requirements which naturally brings them into

    conflict with those whose job it is to maximise

    production. In practice, an enormous amount of

    resistance is often faced by integrity specialists from

    people whose primary goal is to maximise production

    and who are going to get less money in their bonus

    because you are asking to do work on their facility.

    Having that production loss booked in advance and

    everyone agreeing is a really important obstacle to

    overcome. Proactive companies incentive their staff

    on operational safety as well as asset productivity.

    http://www.oilandgasfundamentals.com/http://www.oilandgasfundamentals.com/http://www.oilandgasfundamentals.com/http://www.oilandgasfundamentals.com/http://www.oilandgasfundamentals.com/http://www.oilandgasfundamentals.com/http://www.oilandgasfundamentals.com/
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    Reason four: failing to monitor progress

    once an implementation plan is underway

    Many implementations fail because their architects

    fail to effectively monitor their progress once the

    implementation moves from theory to reality. No

    plan is perfect, and once you finalise an integrity plan

    and it may change within an hour. So it is important

    to prepare for the fact that nothing goes to plan, so

    constant monitoring will be required to ensure your

    plan stays on track. Successful integrity strategies are

    always putting corrective actions in place to ensure

    you achieve at least your primary objective. If you

    dont monitor, therefore, you will not achieve your

    objective. Expect it, plan for it, you will need to flex to

    achieve your plan. One of the techniques which can

    be applied to help here is multiple-level KPI

    monitoring using a wide range of KPIs. When things

    go red, corrective actions need to be placed.

    Reason five: failing to realise that asset

    integrity management never actually ends

    We all know that asset integrity is a cradle to grave

    process, right? Of course we do, and yet in too many

    cases, asset integrity advisors can approach a project

    with a mind-set of having been brought into an

    operation to carry out some integrity work, and once

    that work has been done and that asset integrityadvisor has been allocated elsewhere, a perception

    remains that that job will then be finished and go

    away. It really doesnt work that way. Asset integrity

    requires constant monitoring and constant vigilance

    even when especially when responsibility shifts

    from one team to another. Related to this, in cases

    where things are going well, it is very easy for a

    dangerous level of complacency to creep in. People

    dont worry and people start to accept risks that

    shouldnt be accepted. Its a continuous process and

    needs constant vigilance. Never forget that.

    Reason six: a lack of understanding of the

    economics of integrity management

    The reality in which we operate is such that in an

    ageing facility requires increasing levels of

    investment in asset integrity, even though production

    levels and therefore profitability levels might be

    declining. Facilities get older, more water is

    produced, and asset integrity concerns rise. This

    might sound like common sense to the integrity

    specialists, but many non-technical people

    including those in decision-making positions like to

    maintain constant lifting costs in their field

    development planning. In short: the need for

    integrity rises as the barrels produced decline. It is

    important that non-technical people involved in

    planning understand that integrity implementation

    costs are not production related, they are age-related

    and need to be factored in accordingly to avoid

    corner-cutting later on down the line.

    Reason seven: a lack of an integrity

    awareness culture

    The best definition of culture I have seen describes it

    as how we behave when no ones looking. Creating

    a culture of integrity awareness is often cited as the

    number one objective for an asset integrity

    implementation. This, however, is much easier said

    than done and is actually among the most common

    reasons integrity rollouts fail. So how do we go about

    building a robust integrity culture? First, people need

    to know what asset integrity is. Training is required in

    the fundamentals of the subject and how they apply

    to the business they are operating in. Contractors

    should be included in this training too. Leaders must

    push the integrity agenda. If leaders push, people will

    follow. Finally, you need to encourage honesty. If

    staff are afraid to report a hydrocarbon leak and fear

    it may affect their performance rank or pay, then you

    have a problem.

    Reason eight: failing to effectively prioritise

    what needs to be done

    An essential element of implementing a successful

    asset integrity strategy is making sure you are doing

    the right work in the right place at the right time. Too

    many integrity strategies fail to prioritise the work

    that needs to be done based on a clear

    understanding of where the most serious risk lies,

    instead, they prioritise based on financial

    considerations or manpower availability. In a large

    asset, your integrity strategy will be complex, will

    contain a large number of moving parts, and will

    require lots of manpower, so plan ahead, dont

    underestimate the time and effort required for this,

    start early and make multiple passes at each problem

    you are tackling. Sometimes its not practical to do

    major upgrades which require production to be

    affected so planning on-the-job operational integrity

    activities is the easier route to take, but never forget

    that people still make mistakes.

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    Reason nine: not effectively balancing the

    experience levels of site staff

    In every operating scenario you can imagine, you

    would expect new people to be part of the operating

    unit, but too many new faces or raw recruits working

    on the same project at any one time runs the risk of

    integrity failure it is important to make sure there is

    a balance. Added to this, effective management of

    contractors is key as well. Too many people focus

    only on their own staff and dont focus enough

    attention on the other parties involved in operating

    their asset. The final manpower lesson to bear in

    mind is that once the programme is agreed and the

    funding is approved, the time to get the team

    together is typically longer than you ever imagine.

    Good engineers may not be integrity experts and

    dedicated integrity teams take a long time to

    assemble and get in place bear this in mind and

    start early to avoid repeating this common mistake.

    Reason ten: Failing to get outside

    perspectives

    Weve all experienced situations where we have been

    so consumed by a particular problem that we can fail

    to see potential solutions which others with the

    benefit of a different perspective might recognise

    immediately. The same applies with an asset integrityimplementation, and that is why this represents the

    final reason that many fail to achieve their objectives.

    Furthermore, because implementations are such

    dynamic activities, there can often seem to be no

    time to take a strategic view of where you are. For

    this reason, a tactical review defined as a periodic

    assessment of a particular issue is key to carry out

    on a regular basis ideally with the input of an

    external party who can view the problem you are so

    absorbed in with an independent eye. An annual

    integrity review can help you see trends that you

    wouldnt see if you just looked at the metrics day by

    day.

    Dr. Stephen W. Ciaraldi is a Senior

    Integrity Management Specialist with

    Velosi Asset Integrity, and is a 30-year

    BP veteran with integrity experience

    on five continents.

    Stephen leads an online course on the

    Fundamentals of Asset Integrity Implementation,

    more details of which can be found at:

    www.oilandgasfundamentals.com/courses/asset-integrity.

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