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MRO Master Data Management for enhanced Maintenance
Performance
Global organizations today face a variety of challenges arising from several
sources and with time, the nature, scope and size of these challenges change and
increase. Unpredictable and volatile economic conditions in recent times have
pushed companies on back foot. Organizations are increasingly focussing on
cost-saving and cost-cutting measures to maintain their revenues and safeguard
their bottom-line. Most business enterprises typically align their sustainability
efforts towards direct materials, capital spending, product design, production
efficiencies, sales and marketing, tight process control, information technology,
and supply-chain management both for inbound flows of direct materials and
outbound flows of finished goods to end customers, often neglecting the savings
potential from the MRO or indirect supply chain. With a lot of areas with high
priorities vying for attention, the MRO lifecycle has been languishing in the
background. But with the savings from direct materials supply chain squeezed till
the last drop, companies are starting to take a hard look at their MRO supply chain
and the associated processes and efficiencies as the economic conditions
continue to fluctuate and the challenges mount.
MRO assets form the crux of the indirect supply chain and play a vital role in the
production and maintenance lifecycles. Maintenance is one of the core functions
of every asset intensive industry and as assets become increasingly complex and
the dependency on them increases, it is important for organizations to have a
strong hold over their maintenance processes and run an efficient, continuous
manufacturing or service operation. It has largely evolved from being reactive
and corrective to planned and preventive. The storeroom for MRO operations
plays a crucial role; parts and materials must be available in the in the correct
quantities at all times and should be easily located to increase the efficiency of
the maintenance operations, costs have to be managed effectively, repairs and
preventive maintenance has to be performed at the right times, and unscheduled
and unforeseen equipment downtime should be kept to an absolute minimum. In
order to realize these goals, the MRO storeroom and the associated processes
need to have standard operating procedures in place that govern all aspects, right
from purchasing to the point of utilization.
With the advent of IT as a major stakeholder in the operations of organizations
and the increased reliance of the companies on their data assets, the success of
most maintenance processes predicate upon the IT infrastructure in place.
Maintenance management systems have thus formed an integral part of every
organization's maintenance scenario, aiming to help maintenance workers do
their jobs more effectively and enable the management to make informed
maintenance decisions. These systems were introduced initially as a means to
control and manage costs in a manufacturing machinery maintenance setting.
However, over the past several years, organizations from many industries have
Unpredictable and volatile economic conditions in recent times have pushed companies on back foot. Organizations are increasingly focussing on cost-saving and cost-cutting measures to maintain their revenues and safeguard their bottom-line. MRO assets form the crux of the indirect supply chain and play a vital role in the production and maintenance lifecycles. Maintenance
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realized that this software can be highly beneficial in every type of industrial
maintenance setting.
Maintenance management systems (Eg: CMMS/EAM) are designed to automate
standardized processes, collect historical information from every source of the
organization and provide the ability to navigate through and analyze huge
volumes of MRO data. The systems are utilized by many maintenance groups
within many facilities, especially the ones with different types of equipment
requiring maintenance. They maintain computer databases of information about
the organization's maintenance operations and produce status reports and
documents giving details or summaries of maintenance activities for effective
reporting. They also deliver maintenance intelligence capabilities for facility
managers, technicians and business management and provide historical, current
and predictive views of maintenance operations. This facilitates web-based
reporting, analysis and dashboards, graphical scenario-planning, maintenance
performance management, predictive analytics and mobile solutions for up-to-
date information on the status and progress of work. With focus on maintenance
process management, preventive maintenance, asset and inventory
management and safety, they make the job of facility management and the
teams a lot easier.
While conventional maintenance management systems have helped
organizations deal with their maintenance problems to a large extent, they still
are usually well below their ideal potential when it comes to delivering benefits
and realizing savings from their implementations. As with IT systems in many
cases, this inherent inefficiency points to one single root cause, the one asset
that maintenance systems depend upon – data. The bulk of the MRO data that
exists in the maintenance systems is largely unclassified, incorrect, inaccurate or
outdated. Having never before controlled nor managed their MRO item masters,
most companies' source data is—to put it bluntly—a mess. MRO data goes through
several stages after the point of creation, being used, managed, maintained and
modified by a wide range of sources across the organization. With no consistency
or established standards in the way the MRO data is created or maintained, the
problems with the quality of MRO master data usually start at the point of
creation and continue to persist in all the later stages.
The same MRO data that is stored in the maintenance system is accessed and
utilized by multiple facilities and divisions across the enterprise and is replicated
in their respective systems. The inefficiency that arises due to the bad MRO data
permeates through to all the dependant systems, affecting their performance
and diminishing the value that they deliver. The key areas that maintenance
systems focus on – preventive maintenance, asset and inventory management,
safety and compliance – take a hit leading to unwanted losses in the form of costly
equipment downtimes and lost revenue generation opportunities that create a
burden on the organization and the bottom-line. The MRO data inaccuracy also
While these systems have helped organizations deal with their maintenanceproblems to a large extent, they still are usually well below their ideal potentialwhen it comes to delivering benefits and realizing savings from their implementations. The bulk of the MRO data that exists in the maintenance systems is largely unclassified, incorrect, inaccurate or outdated.
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mitigates the ability of facility managers and management teams to make
informed decisions. For example, without accurate information on the MRO
materials, the facility manager will be unable to determine which machines
require maintenance and which storerooms contain the spare parts needed. The
management will be at cross roads trying to balance the scales between machine
breakdown repair and the preventive maintenance for all the machines. This
creates a lot of unwanted situations when it comes to the MRO lifecycle. Consider
a typical line-down scenario as follows.
The problems with a line-down scenario usually start with the lack of effective
preventive maintenance measures in place. Preventive maintenance is an
important aspect of a maintenance plan as they help minimize unscheduled
downtimes, costs and lost revenue generation opportunities. It is predetermined
work performed to a schedule to avoid a breakdown or sudden failure of
equipment components. It helps protect assets and prolong the life of critical
production equipment, improve system reliability, reduce the cost of
replacement and injury.
Maintenance systems consist of databases with information about the material
assets like incidence of preventive maintenance jobs, check-lists and the list of
materials required in addition to other pertinent material data like component
reliability information, equipment lifetime, inspection records, servicing records,
replacement frequency, inspected component failures and replacement
schedules. The system database helps a facility manager to have visibility into
the maintenance lifecycle and make informed decisions. But with no framework
for the creation of this material data, it is largely inconsistent and inaccurate.
This may give rise to an avalanche of a maintenance failure that affects many
stages of the lifecycle as below.
An error in or absence of the part replacement data leads to a machine or
equipment running on a material beyond its lifetime. The internal machine part
breaks unexpectedly. The machine goes down, bringing an entire production line
down with it. The shift foreman places a call to maintenance engineering and
everyone working on the line takes a forced break while engineering is en route to
diagnose the problem. The engineer diagnoses the problem quickly, but needs to
return to his own office in a different building to access reference documentation
from the OEM that built the machine.
Because of inaccurate MRO item description, MRO item search in the
maintenance system fails. From OEM documentation, the engineer identifies the
part he needs, then proceeds to hunt for it in the system, which takes longer than
Preventive maintenance fails
Part search fails
Preventive maintenance is an important aspect of a maintenance plan as they help minimize unscheduled downtimes, costs and lost revenue generation opportunities. It is predetermined work performed to a schedule to avoid a breakdown or sudden failure of equipment components
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it should because there is only high-level proprietary item classification
taxonomy in place, item descriptions are cryptic and lack vital attribute
information. The engineer finds an MRO item that looks like it might be the right
part but, due to incomplete information, he is unsure. He heads over to the
designated storeroom and requisitions the part. The storeroom operator locates
the part, scans it out of inventory and gives it to the engineer who takes it to the
machine.
Right part, wrong size. The engineer takes the part back to the storeroom where
it needs to be added back into inventory and replaced in its original location. He
attempts another search now, halfheartedly because he is pressed for time, does
not find the part in inventory even though it is available at a plant less than one
mile away. He puts a rush order into purchasing and calls the foreman to inform
him the line will be down overnight. The shift foreman sends idle production
workers home.
The buyer/planner in the material procurement team receives a rush order. She
repeats the engineer's search in her system which in turn accesses the system
database to make certain the part is not in inventory. Encountering the same
search difficulties as the engineer, she finds what might be the right part and calls
down to the storeroom, causing another physical search. She then calls over to
the engineer who goes back out to check the second part. Still the wrong part.
The engineer — now hopping mad — demands that the buyer get an order out
immediately.
Because there is now an extreme rush on the order and the buyer wants to be
sure the correct part gets delivered, she goes directly to the OEM who built the
machine to purchase. She does not look for a lower cost alternative, does not
check to see if the part is available through a preferred distributor, and does not
competitively source the part. Of note is that the OEM does not make the
component part, but sources and sells it at a high mark up through its
aftermarket business. Because the OEM is not a strategic or preferred supplier
and the order is a rush, there is no question of negotiating price or obtaining a
discount.
Since the OEM is not an approved supplier, the buyer cannot use her company's
preferred transaction automation solution and must manually execute the
transaction, meaning spend data ends up in an unexpected place for the type of
item being purchased. The buyer must also set up a new supplier master record to
enable the transaction. She is in a hurry, so fills in only the minimum of
information required to get the order out. Later, accounts payable will have
Procurement/spend management fails
Transaction processing fails
Because there is now an extreme rush on the order and the buyer does not look for a lower cost alternative, does not check to see if the part is available through a preferred distributor, and does not competitively source the part.
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trouble paying the invoice and will have to backfill important missing information,
making the payment late, missing a potential early-payment discount and
incurring interest charges.
The OEM has the part in inventory, but not locally, so the buyer must also call a
freight expediter and pay premium rates to obtain the part in the shortest
possible time frame. The buyer lets the engineer know the part will arrive in 48
hours. Now sales must get into the act, adjusting delivery dates for orders that
were supposed to be rolling off the downed production line. Likewise, the
production foreman and human resources need to arrange temporary furloughs
for the workers who won't be needed until the machine can be repaired.
Meanwhile, the engineer calls the buyer to let her know there are six similar
machines operating in different plants and asks her to order extra parts to have
on hand for the future. For convenience, the buyer changes the existing order,
incurring even greater procurement and freight costs plus costs to receive, move,
and process unneeded replacement parts into inventory.
Excess parts go into inventory where they may or may not be needed in the
future. What is more, because the process of creating the new item master was
handled under rush conditions and not done thoroughly, the potential now exists
for the new part information to be inaccurate again in the maintenance system
database and the MRO items to be missed in inventory four years down the line
when a different—but similar—machine goes down in a different plant and is being
repaired by a different maintenance engineer.
The scenario above shows the scale and level of unwanted costs and losses
created by bad MRO data in the maintenance systems which spread across all the
stages of the production lifecycle and moreover, leave ample scope for similar
failures in the future. It focuses on operational risk, cost-increasing and time-
wasting behaviors that can result from a failure to manage repair-related MRO
item in maintenance systems.
Accurate enterprise-level views into MRO inventory and actual consumption are
the only ways to pinpoint either excessive consumption or the likelihood of
undocumented inventory. Clean, enriched, de-duplicated MRO item data that is
accurately and granularly classified to standard taxonomies forms the
foundation required for being able to see and benchmark MRO consumption
patterns in ways that enable true demand management to begin. These
challenges and needs have made organizations today to look for a solution to
overcome them, bringing Master Data Management to the picture.
Inventory fails
Accurate enterprise-level views into MRO inventory and actual consumption arethe only ways to pinpoint either excessive consumption or the likelihood ofundocumented inventory.
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Master Data Management: Delivering value added MRO master
data
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MRO master data is one of the most crucial elements in the MRO supply chain and
and for the systems that manage it and needs to be managed effectively. Master
Data Management is a comprehensive strategy to determine and build a single,
accurate and authoritative source of a company's information assets and deliver
this on demand as a service. According to the industrial best practices, an
effective Master Data Management initiative comprises two key parts – Historical
data cleansing and On-going Data Maintenance (ODM).
Historical data cleansing involves classification and business-value enrichment
of the existing MRO legacy data across the maintenance systems and other
systems, applications like ERP, SCM, etc. and organizational units of an
enterprise. It ensures enterprise wide visibility of the MRO material base leading
to efficient MRO asset management, inventory optimization and rationalization.
On-going data maintenance on the other hand, involves maintaining quality of
MRO data on an ongoing basis and creating a framework for the creation, use,
access and maintenance of data across the organization, leading to enhanced
operational efficiencies and improved sourcing strategies.
A successful Master Data Management initiative delivers many benefits to
the MRO supply chain and the maintenance systems as below.
Improved performance of maintenance systems and increase in value
delivered
MRO supply chain optimization and Greater process compliance
Efficient sourcing strategies and Significant spend reduction
Enterprise Visibility enhancement and Efficient Enterprise Risk Mitigation
Inventory optimization and effective Materials Handling
Streamlined operations, Increased productivity and profitability
Informed maintenance decision making through better maintenance
intelligence sharing with historical, current and predictive views of
maintenance operations
An effective Master Data Management initiative that delivers accurate MRO data
and keeps it clean on an on-going basis adds immense value to the MRO and
strategic sourcing initiatives of an organization. It drives significant bottom-line
savings, achieves enhanced business and operational efficiencies, unlocks the
ROI and performance of maintenance systems, minimizes to a great extent costly
downtimes and losses, and more importantly, helps the management make
informed and sound decisions on maintenance based on sound MRO data in the
databases leading to enhanced Maintenance performance.
An effective Master Data Management initiative that delivers accurate MRO dataand keeps it clean on an on-going basis adds immense value to the MRO andstrategic sourcing initiatives of an organization.
About Verdantis
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Verdantis, Inc. is an independent company focused entirely on master data quality, master data management and master data governance solutions for G1000 organizations.
Verdantis is the first to offer Master Data Management services and solutions that bring real ROI and Business Value by focusing on the business use and application of organizational Master data. Verdantis uniquely offers end-to-end automated ERP MDM solutions driven by our suite of Artificial Intelligence (AI) based solutions and business roles and rules, easily configured to fit enterprise requirements for classification, enrichment, screens, fields, security, attachments, workflow approvals, languages and more.
Verdantis Harmony services prepare legacy data to become master data in its true sense assuring a de-duplicated, consolidated, classified, validated and standardized data set in the output formats needed for uploading into client's ERP and EAM systems and Verdantis Integrity On-going MDM suite. Verdantis Integrity a bolt-on ERP suite of easy-to-use On-going Master Data Governance repositories and processing solutions for on-boarding new enterprise asset master information and maintaining current data for Items, Suppliers, Customers, Products and Financial information. Leading global companies have chosen Verdantis solutions for the following reasons:
End-to-end automated processes to harmonize & enrich historical
master data
Ability to ensure both semantic and structural ongoing data integrity and
quality
In-depth industry and data specific domain expertise with a robust
project methodology
Ability to handle huge volumes of cryptic and complex data in multiple
languages
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