Category Archives: Best Practices

Data Governance is Essential to Good Data Management …

… so why is there still so little of it in most organizations?

Good data is becoming ever more successful to business and Procurement success, especially if you want to use any any sort of predictive analytics or AI, but so few organizations have so little data governance, if they have any at all. With good data, you can get great insight into current operations, opportunities, and ordeals. Without good data, you have no clue what you’re buying or selling, what processes are going on at any point of time, or what problems are festering about to explode and cause major issues.

But good data is a rarity in most organizations, getting rarer by the day due to rapidly increasing data volumes (in excess of 400 million terabytes of data being generated daily across the globe), lack of controls in legacy systems, poor data processes, and lack of good IT talent with enough history to know what the data is, what it’s used for, and how to qualify it as good, or bad.

Why? Because organizations are putting systems in place before understanding what data those systems will need, where it will live, how it will be validated, how it will be maintained, how it will be archived, and how it will eventually be retired.

In most organizations, when they need data for an analytics-based project, the current answer is to get a “data warehouse”, “data lake”, or “data lakehouse”; dump all the organizational data to that warehouse, lake, or lakehouse; possibly run a simple AI-cleansing/enrichment algorithm, and hope for the best. However, this is not governance, and, in fact, exacerbates the problem more than it solves it. Now there are two copies of bad data, no strategy for pushing back any data that is cleansed, and if the data is changed in the source system before any eventual synch with the data warehouse, which data is correct? Chances are neither record is fully accurate, and any synch has to be done at the field level, if you have enough data to validate which field is correct (as you can’t just use time stamps, because if some data was updated by AI and unvalidated, it may not be right).

Governance is not just maintaining data in systems as you use it, occasionally validating it against third party databases or by manual review, and occasionally enriching it.

Governance is


  • defining what data the organization needs for its various functions
  • defining what data will be collected
  • defining what systems it will be maintained in, and, if the data is in multiple systems, which system is master
  • defining which data fields are critical and how they will be validated
  • defining when and how critical fields will be revalidated
  • defining the process for any data migration from master systems

And doing it


  • collecting the data
  • installing a new system
  • stating an analytics / AI project

NOT AFTER!

But how many organizations do that? Most don’t even do a proper RFP (taken in by the FREE RFP scam), even though the solution to good software (which is critical to maintaining good data) is an Affordable RFP.

Moreover, part of the RFP for any software solution should define the data management strategy as it impacts, and is impacted by, the solution.

Why Aren’t You Realizing the Full Value of Your Sourcing Efforts?

It’s been a well known statistic going back all the way to 2009 that at least 30% (and often 40%) of identified value in a sourcing event is never realized when Mickey North Rizza of AMR Research (acquired by Gartner in 2010 in an acquisition game of the 64,000,000 pyramid) published her classic 3-part series on Reaching Sourcing Excellence with Part 1 titled How to Keep 30 Cents of Every Dollar Spent. The reality is that while many leading organizations adopted strategic sourcing quickly during its first heyday in the mid-2000s, often before Procurement, because of the huge savings opportunities that were identified with good reverse auction platforms (in markets where supply exceeded demand) and good sourcing optimization (regardless of market conditions), as sourcing optimization identified an average savings of 12% consistently (compared to reverse auctions which saw significant drops every time they were applied to the same category), most of these leaders who identified savings of 10% or more never saw half of the identified savings. This is because savings requires more than just identification and a signature on a contract, it requires execution!

Execution that, at a minimum, requires:

  • making sure you order on the contract
  • … on time to receive delivery on time using the preferred shipping method
  • making sure you receive defect-free goods that meet the spec before paying for them
  • making sure the amount you are billed is the amount as per the contract
  • … and that you are not billed for expediting fees or surcharges you DID NOT agree to
  • making sure you pay on time (to avoid penalties)
  • … and only ever pay for any good or service once (using an m-way match)
  • making sure you terminate or renegotiate before an evergreen renewal
  • … and that you have verified the supplier has all the certifications and insurances in place before placing an order or renewing the contract
  • … etc.

It comes back to the concept of the perfect order which must be

  • on time,
  • complete,
  • damage free,
  • correctly documented,
  • correctly billed, and
  • adherent to all contract terms

This is not easy to do unless you

  • have a good procurement system
  • have a (carrier that has a) good WIMS (Warehousing and Inventory Management) system

and, the part that most people miss,

  • have a good contract lifecycle management system that manages the contract execution post signing

And when you look at the majority of contract management systems, they tend to fall into three categories:

  • a glorified e-filing cabinet / document repository where you can store your contracts and search their metadata (and literally no better than what a high school student with Microsoft Access and minimal coding skills could build 20 years ago)
  • a contract creation system that will allow you to quickly draft contracts using:
    • contract templates, from your, or their, legal department, tagged by region and category they can be used for,
    • clause libraries and templates, possibly with multiple version support based on territories and categories, or, today
    • Gen-AI drafting of templates through specification of category, region, requirements, and risks that must be covered as well as e-versions of all previously signed contracts in the category, region, business requirement, or risk categories (which then need to be mildly to moderately edited by a Legal expert)
  • a signatory platform with negotiation support (version control, dynamic redlining, audit trails, etc.)

Which is all fine and dandy, and well implemented can make your Legal team and Sourcing teams considerably more productive during the negotiation process, but does diddly squat when it comes time to actually helping you manage the contract execution. Now, you might think that you can do that in the Supplier Management system, because you’re ultimately managing a supplier, or the Risk Management system, because you’re ultimately managing a risk, and you can, to a point, and specifically the point at which those systems allow you to define contract tasks, but none of these are set up to let you holistically manage a contract — contract 360 if you will. This is especially the situation if you have a master contract with a number of sub-contracts, and those sub-contracts have sub-contracts as well. This will be the case if you are buying off of a contract tied to a GPO master contract, a holding company master contract (if your company is part of a group of companies), or in construction / engineering / shipbuilding industries where your main supplier will need to subcontract to a number of smaller suppliers for custom parts or services and your organization needs to manage that for regulatory or risk reasons.

In other words, the only contract lifecycle management solution that is truly valuable to Procurement is the solution that allows the contract to be managed from post signature to termination, helping the organization ensure all of the obligations are met and rights are received.

You Say You Want Success, But Do You?

This post is inspired by THE REVELATOR‘s inquiry where he asked Do You Really Want a Successful ProcureTech Initiative?

For the vast majority of you, the answer is a clear and resounding “YES” (with the possible exception of those of you who have been treated badly by your employer and want to use your last official act to stick them with an application that will make them as miserable as you are, but as far as I can tell, you are a very small minority — you didn’t get into Procurement expecting it to be easy, or to be a way to make friends).

However, you are only one cog in the ecosystem. Let’s look at the other cogs:

Vendor: as long as you keep renewing the SaaS subscription, the C-Suite at the vendor doesn’t care if they sold you a Ferrari (at a Ferrari price tag) but delivered a 2004 Mazda RX-8 …

Analyst Firm: as long as the big research subscriptions keep rolling in from the big vendors (who always feature at the top / upper right / frontal wave of their maps), the analyst firm doesn’t care if you succeed or not, and will not only happily push the hype the vendors want pushed, but happily blame you for not doing your research and not selecting the appropriate technology when you and your counterparts take their advice en-masse and then contribute to the all-time high project failure rates of 88% (two and a half decades of project failure)

Implementor: not really, because if you don’t swap out the solution at renewal time, where is their future revenue going to come from???

Big X who pushed the platform: Hell No! … they need to sell you projects to find bolt ons, do custom additions, and tweak the process for years as they need to keep their bench empty! (And some of these shops have over 100K junior consultants they have to keep busy. Moreover, they don’t make money training them on AI, they make money deploying them as your external support force. (Remember, many of these shops are effectively the new Manpower, except they have to pay their consultants on the bench, whereas job placement agencies just had to place people to keep their government grants or get their placement fee!)

And since YOU don’t take the time to do your research and figure this out (including the fact that the Big X pushed the worst fit solution from their stable on you to keep their Gold/Platinum/Sycophant status with the solution provider), that’s why YOU keep failing. Even if the salesperson honestly wanted to sell you a win (and many don’t, and the doctor can say that confidently with over 25 years in Enterprise Software and he’s sure THE REVELATOR has some stories to tell here), that’s far from a guarantee that a win will happen.

If you truly want success, YOU have to define your processes, define your problem, find the right vendor, make the vendor contractually responsible for implementation success (whether they do it or use a third party) with delayed payment (where you don’t pay for a module until it is working and passes predefined tests) and early termination clauses, identify the gaps, identify the right niche consultancy (who doesn’t have a stadium of junior consultants) to help you identify add ons and processes to fill them, and define early out clauses in case of non-delivery! You have to do all the work the vendors, analysts, and consultants claim they do for you … because they don’t (or at least don’t do it in your best interest). And while the good ones (which may take you a while to find) will help you, YOU still have to take the lead!

And the doctor knows you don’t always have the time to do it all, which is why he keeps pushing Project Assurance where you hire a niche specialist to help you, one who is not a part of the big COGs that need never-ending projects from you to stay solvent, and only cares about helping you get everything in order for success. (After all, there are so few of these experts it is literally a case of too many companies, too little time. These people or small niche consultancies don’t have to worry about running out of work, and by the time they made it through all the current companies they could handle, it would be time for their initial clients to upgrade to next generation systems anyway — and the only way they’d be available for a future project is to ensure client success with every client they take on.)

As we indicated, in our last two rants, you can no longer afford to be led by the Clueless vendors. It’s time you take your Procurement destiny into your own hands. It’s time for the Revenge of the Nerds!

Do You Have Continuous Cost Control?

If not, you should, because with tariffs rising, markets falling, inflation out of control, sales dropping (as entire markets are cut off with sanctions and trade wars), we’ve gone beyond the point where every dollar counts to the point where every penny counts on every purchase because those pennies add up as every 100 purchases is a dollar and every 100,000 purchases is $1,000 and when money is as tight as it is now, that is actually value (especially for an organization making millions of purchases a year).

And right now, organizations are wasting a lot of dollars through the entire purchasing process. From poor sourcing strategy and process, to poor sourcing and negotiation, through poor purchasing execution, and poorer logistics management, to poor invoice and payment management. Every step without good cost control adds cost to the process, at a time when you need to be taking cost out just to survive.

And we know organizations are losing across the board because the following is required to keep costs in control:

  • good processes at each step
  • (near) real time market intelligence at each step
  • good systems supporting each step
  • continuous monitoring at each stage

And we’ve never seen an organization, even a best-in-class organization, that has all of this for their Procurement department. In fact, it’s rare to find an organization that has more than half of this. It’s now at the point where your organization may not survive if it does not have:

  • well defined processes for
    • supplier discovery and management
    • sourcing
    • contract award and management
    • procurement, on-and-off contract
    • invoice management and accounts payable
    • logistics and warehousing
    • ongoing analysis
  • (near) real-time market intelligence at each step
    • current, financially stable, accessible suppliers
    • current commodity costs, average overhead costs by region, tariffs, etc.
    • current best practices, standard clauses, and insurable risks
    • market availability, quality, delivery times, remaining contractual commitments
    • current entity information, payment terms, standard processing times, community intelligence on supplier OTD
    • carrier availability, costs, surcharges, etc.
    • changes in spend trends and curves, etc.
  • good systems/modules supporting each step
    • supplier 360 module (not just SIM/SRM/SPM .. all supplier data and interactions)
    • sourcing (RFX) management
    • contract negotiation tracking, signing, and ongoing management
    • e-Procurement that supports ALL purchases through the system
    • I2P with automated invoice processing and workflows
      (85% should be touchless on implementation, 95%+ over time)
    • logistics booking and carrier monitoring
    • best in class spend and performance analysis that updates at least daily
      (and regularly re-runs best-in-class trend and outlier analysis and alerts you to unexpected changes)
  • … with built-in alerting when something unexpected happens or doesn’t happen on schedule / as expected

And you don’t. But you need this now more than ever. So, if you don’t have:

  • processes, define them; they can be basic to start; for example, classic 7-step sourcing is enough to start (even though there are some more refined 11 step processes)
  • market intelligence, get yourself some; in particular, supplier discovery as some of your suppliers will go out of business, be unreachable, or get too expensive in the days to come; cost modelling for major spend categories to understand true costs for better negotiations because even if it only shaves half a percentage point on average, that’s still 500K on a 1M category (and you can get some of these solutions for under 100K a year), and those hundreds of thousands quickly add up to millions; and major news/event monitoring to pinpoint emerging risks as fast as possible
  • modules supporting the entire S2P process, acquire them; note that most of these don’t need to be BiC; for example, all of the major suites will tout the tens or hundreds of millions their big customers have “saved” with their solution, but what they won’t tell you is that at least 90% of that savings simply resulted from the client implementing a good process supported by a tool with a decent workflow solution; in other words, you don’t need the multi-million dollar solution (to start), you’ll see the same benefit from a six figure suite that is better than average in the key modules that matter to you (especially since it will take you years to master the new processes it will support, meaning that for a big suite, it’s usually five years or more before you can see more value than just going with a basic solution given that the journey to Best in Class, as determined by Hackett in the mid moughts, is at least eight years)
  • continuous data modelling and analysis, start now; with your spend analysis and performance tool updated at least daily

you need to make a plan to incrementally acquire what you are missing, most critical need first, until you do. (Remember, don’t try a big bang implementation. No matter what the vendor or Big X will tell you, those always end in big booms.)

Stop Being Clueless. It’s Time for Revenge of the Nerds!

Last week we tried to further demystify the marketing madness for you by clarifying that spend orchestration is essentially Clueless for the popular kids.

This is really important because there is no difference between a “spend” orchestration and a plain old “regular” orchestration provider, and neither provides any value whatsoever if you don’t have any spend management (i.e. procurement) systems in place to actually process the spend. Otherwise, the best you get is intake to nowhere … which just provides your stakeholders yet another avenue to ask “where’s my stuff” and another reason to say “I thought this new system was supposed to make you more efficient” and get more impatient when their stuff doesn’t arrive any faster.

In other words, unless you have a hodge-podge of best-of-breed systems that cover most, if not all, of the source-to-pay process, that don’t interconnect, and the systems are old and don’t support multiple roles (or charge full license fees for each user, even a 99% read-only role, that access the users), there is no value in an orchestration, as we’ve said many times (including in our post on how Marketplace Madness is Coming.

What you need is not spend orchestration but spend defenestration — you need to throw any and all unnecessary spend out of the window, and that requires spend investigation, need verification, negotiation, observation, and payment verification. That requires spend analysis, demand forecasting and management, fact-based market insight, adherence to contracts and plans, proper procurement platforms, and proper payment validation platforms.

Moreover, it requires proper utilization of these platforms. And that requires Human Intelligence (HI!), skill, and deep (deep) Procurement knowledge. Geek skill and Procurement nerdiness. The nerdiness to use a best-in-class spend analysis and seek out the opportunity that a pre-packaged analytics routine will never find (because you’ve already stared at that report ten times and found nothing after the second time [wonder why?]). The nerdiness to examine the forecasts and use best-in-class forecasting techniques on real (and up-to-date) sales and market demand data. The nerdiness to pour through market cost data for materials, standard overhead costs, energy costs, water costs, differential costs for different production models, and cost models presented to you by third parties and the supplier to pinpoint the right the model, the right data to feed it with, and the true production cost at different volume levels — and then use this in a fact-based market data negotiation. Then, when you cut an agreement, the nerdiness to make sure it is encoded in the right systems and properly executed on as well as the nerdiness to follow the market over time and detect any inflections that would require you to change direction. And, finally, the nerdiness to make sure the platform is configured to properly m-way match every invoice, detect any attempts to fraudulently change the amount, terms, and payee, and only pay for goods and services received on the agreed upon schedule. In other words, if you want to truly succeed at Procurement, forget about the Clueless — It’s time for the Revenge of the Nerds!