Category Archives: Knowledge Management

With Great Data Comes Great Opportunity!

In fact, it can quadruple your ROI from a major suite.

Not long ago, Stephany Lapierre posted that your team may only be realizing <50% of the ROI from your Ariba or Coupa investment, to which, of course, my response was:

50% of value on average? WOW!

Let’s break some things down.

A suite will typically cost 4X a leaner mid-market offering which is often enough even for an enterprise just starting it’s Best in Class journey (that will take at least 8 years, as per Hackett group research in the 2000s).

Moreover, even if the enterprise can make full use of the suite it buys for 4X, at least 80% of the “opportunity” comes from just having a good process, technology, baseline capability and automation behind it. That says you’re paying 4X to squeeze an additional 20% worth of opportunity in the best case.

On average, it takes 2 to 3 years to implement a suite (on a 3 to 5 year deal). So maybe you’re seeing an average of 66% functionality over the contract duration.

As Stephany pointed out, bad data leads to

  • increased supplier discovery and management times
  • invoice processing delays and errors
  • increased risk and decreased performance insight

As well as an

  • inability to take advantage of advanced (spend) analytics
  • inability to build detailed optimization models
  • decreased accuracy in cost modelling and market prediction

This is even more problematic! Why? These are the only technologies found to deliver year-over-year 10%+ savings! (This is where the extra value a suite can offer comes from, but only with good data. Otherwise, at most half of the opportunity will be realized.)

Thus, one can argue an average organization is only getting 66% of 25% of 80% of its investment against peers (based on 2/3rd functionality, the 4X suite cost, and the baseline savings available from a basic mid-market application that instills good process and cost intelligence) and 50% of 20% (as it is able to take advantage of at most half of the advanced functionality offered by the suite due to poor and incomplete data). In other words, at the end of the day, we’d argue an average company is only realizing 23% of the potential value from an opportunity perspective!

However, as one should rightly point out, the true value of a suite is not the value you get on the base, it’s the ROI on that extra spend that allows for 20% more opportunity than a customer can get from lesser peer ProcureTech solutions.

For example, let’s say you are a company with 1B of spend with a 100M opportunity.

If tackling 20M of that opportunity requires advanced analytics, optimization, and extensive end-to-end data, it’s likely that you’ll never see that with an average mid-market solution with limited analytics, no optimization, and only baseline transactional data. If the company paid an extra 1.5M over 3 years for this enhanced functionality, then the ROI on that is 13X, which is definitely worth it.

Moreover, if the suite supports the creation of enhanced automations, you could get more throughput per employee and realize the base 80M with half or one quarter of the workforce, which would lead to a lowering of the HR budget that more than covers the baseline cost.

However, ALL of this requires great data, advanced capability, and the in-house knowledge to use both. This is only the case in the market leaders. As a result, we’d argue that the majority of clients are only realizing about 25% of the suite’s potential — when sometimes the only thing standing in their way of realizing the rest is good data.

Enterprises have a Data Problem. And they will until they accept they need to do E-MDM, and it will cost them!

This originally published on April (29) 2024.  It is being reposted because MDM is becoming more essential by the day, especially since AI doesn’t work without good, clean, data.

insideBIGDATA recently published an article on The Impact of Data Analytics Integration Mismatch on Business Technology Advancements which did a rather good job on highlighting all of the problems with bad integrations (which happen every day [and just result in you contributing to the half a TRILLION dollars that will be wasted on SaaS Spend this year and the one TRILLION that will be wasted on IT Services]), and an okay job of advising you how to prevent them. But the problem is much larger than the article lets on, and we need to discuss that.

But first, let’s summarize the major impacts outlined in the article (which you should click to and read before continuing on in this article):

  • Higher Operational Expenses
  • Poor Business Outcomes
  • Delayed Decision Making
  • Competitive Disadvantages
  • Missed Business Opportunities

And then add the following critical impacts (which is not a complete list by any stretch of the imagination) when your supplier, product, and supply chain data isn’t up to snuff:

  • Fines for failing to comply with filings and appropriate trade restrictions
  • Product seizures when products violate certain regulations (like ROHS, WEEE, etc.)
  • Lost Funds and Liabilities when incomplete/compromised data results in payments to the wrong/fraudulent entities
  • Massive disruption risks when you don’t get notifications of major supply chain incidents when the right locations and suppliers are not being monitored (multiple tiers down in your supply chain)
  • Massive lawsuits when data isn’t properly encrypted and secured and personal data gets compromised in a cyberattack

You need good data. You need secure data. You need actionable data. And you won’t have any of that without the right integration.

The article says to ensure good integration you should:

  • mitigate low-quality data before integration (since cleansing and enrichment might not even be possible)
  • adopt uniformity and standardized data formats and structures across systems
  • phase out outdated technology

which is all fine and dandy, but misses the core of the problem:

Data is bad (often very, very bad), because the organizations don’t have an enterprise data management strategy. That’s the first step. Furthermore this E-MDM strategy needs to define:

  1. the master schema with all of the core data objects (records) that need to be shared organizational wide
  2. the common data format (for ids, names, keys, etc.) (that every system will need to map to)
  3. the master data encoding standard

With a properly defined schema, there is less of a need to adopt uniformity across data formats and structures across the enterprise systems (which will not always be possible if an organization needs to maintain outdated technology either because a former manager entered into a 10 year agreement just to be rid of the problem or it would be too expensive to migrate to another system at the present time) or to phase out outdated technology (which, if it’s the ERP or AP, will likely not be possible) since the organization just needs to ensure that all data exchanges are in the common data format and use the master data encoding standard.

Moreover, once you have the E-MDM strategy, it’s easy to flush out the HR-MDM, Supplier/SupplyChain-MDM, and Finance-MDM strategies and get them right.

As THE PROPHET has said, data will be your best friend in procurement and supply chain in 2024 if you give it a chance.

Or, you can cover your eyes and ears and sing the same old tune that you’ve been singing since your organization acquired its first computer and built it’s first “database”:

Well …
I have a little data
I store it on my drive
And when it’s old and flawed
The data I’ll archive

Oh, data, data, data
I store it on my drive
And when it’s old and flawed
The data I’ll archive

It has nonstandard fields
The records short and lank
When I try to read it
The blocks all come back blank

I have a little data
I store it on my drive
And when it’s old and flawed
The data I’ll archive

My data is so ancient
Drive sectors start to rot
I try to read my data
The effort comes to naught

Oh, data, data, data
I store it on my drive
And when it’s old and flawed
The data I’ll archive

Follow the Money — To Find the Spigots that can Turn it Off!

A recent CPO Crunch article over on Procurement Leaders said to Follow the Money as a focus on profit contribution can provide a starting point for improving supply chain transparency.

The article states that having knowledge of our suppliers is one thing, but it’s quite another to have a good understanding of who are suppliers’ suppliers are … not to mention those even further beyond and in a complex, risk-riddled world, such visibility is crucial and can bring meaningful competitive advantage.

In other words, following the money can increase profitability by allowing you to optimize the flow. Which is true, but only half the picture.

The other half is how the flow can be diverted or stopped. Two important things to remember about money flows. First, if these money flows present an opportunity for you, they present an opportunity for others. Not just outright theft of money (or product), but skimming, fraudulent billings/overpayments/handling fees (or your goods don’t move), and even fraudulent good substitution (with knockoffs). Secondly, if any input to any of these flows stops (beyond your visibility), the entire flow stops. And these flows could stop 6 levels down at the source.

For example, let’s say you are in medical device manufacturing or microwave-based manufacturing. Then you need thulium, which is one of the rarest rare earth minerals in the world. If a mine closes, even temporarily, and that mine is the only source of supply into your raw material or component supplier (that produces your enclosed radiation source or manufacturing ferrites), what do you think is going to happen? Production will stop, and your inventory will disappear. Or if you need a custom chip for the control system in your high end electric car, and the one plant currently capable of producing it experiences a fire. (This HAS happened, and chip shortages have been responsible for MULTIPLE shortages in MULTIPLE automotive lines. Just Google it.)

If your only production is in a country with geopolitical instability or deteriorating relations with your country, and borders (temporarily) close, what happens? And so on. If you don’t know the myriad of ways the spigots can be turned off, it doesn’t matter how well you know, or optimize, the money flow. These days, it’s all about risk management, visibility, and quick reaction if a spigot gets turned off to get it reopened again.

Procurement Leaders Listen to Roxette!


How do you do (do you do) the things that you do?
No one I know could ever keep up with you
How do you do?
Did it ever make sense to you …

A recent article over on Procurement Leaders asks CPOs why do you do and notes that a recent exercise they’ve been carrying out has been to ask CPOs to share the value propositions they have in place for their function.

Procurement Leaders’ goal was to force extremely busy people to take a step back and think deeply about why they do what they do. What are the ultimate goals of those negotiations with suppliers? Why are they spending time building relationships with certain suppliers and not others? Where should scarce resources and investment dollars be spent? This is because while a value proposition for a Procurement department is not an easy thing to produce and even more challenging to agree and implement, the provocation can allow a Procurement Department to get back to strategy, think about how our decisions affect our stakeholders, suppliers and the communities we do business in.

And while a Procurement department should understand its value proposition, because it helps it focus and relay its value, getting everyone in the organization to agree can be a very extensive effort and extremely time consuming. Furthermore, when you consider the possibility that the “value proposition” ultimately agreed on could be such a mish-mash of different viewpoints and demands to the point that it adds absolutely no value whatsoever, just like a corporate “mission statement” when everyone gets to add their bit to it (and the end result is no different than what the Dilbert Mission Statement Generator used to generate).

However, if you look at the example questions Procurement Leaders’ quoted, you realize that while a vision might be a good goal, a better effort, or at least a better way to start, is to ask the C-Suite to outline it’s top goals for the year, and then for the Procurement organization to identify the best ways they can meet those goals. From there they can identify: which categories should be strategically sourced, which products or services are critical for them, which suppliers are likely critical, and then, for each project, define the value and the goal and not spend effort building relationships with suppliers who are supplying tactical products or services that can be just as easily obtained from the next three lowest bid suppliers and instead spend time developing relationships with suppliers who are critical, even if the overall spend is low. For example, control chips in cars and power regulation systems are extremely critical and often only (capable of) being produced by a few suppliers due to highly specific requirements or proprietary natures. Compared to the costs of the steel, the transmission, the engine and/or the batteries, and even the tires, the total spend might not even register when the chips are only a couple of dollars each — but if a supplier failure, logistics delay, or raw material shortage shuts down your entire production line because you didn’t see a shortfall coming and either work with your supplier to build up an inventory or work with the backup supplier to allow production to be ramped up quickly, hundreds of millions of dollars in revenue could be at stake.

Furthermore, no effort should be spent “strategically” sourcing a product or category where the payback isn’t at least 3X the cost of the manpower required to do so. If an automated multi-round RFX with automated feedback or a reverse auction will get you 99% of the savings and the last 1% won’t even pay for 3X the salary and overhead of the buyer, it’s just not worth it if this prevents the organization from sourcing a lower cost category with a 5% savings potential through better analysis and negotiation. Know the value, define the value, and only put effort in where there is real value to be gained. Otherwise, use appropriate automation or redefine categories and projects. (Definitely don’t go nuts and RFQ everything, because even the squirrels will know you’re nuts if you do. But maybe do some overarching sourcing or negotiation that you can just cut POs or one-time orders against for a year. Sometimes just negotiating for 20% off of lowest list price in a 30 day window [and carefully tracking and documenting those prices to prevent invoice overcharges] is enough to automate catalog orders.)

And similar logic applies to all Procurement (related) activities. While machines can’t replace procurement professionals, they can take over the tasks where their intervention doesn’t add value. That’s the point. So think before you act, and act appropriately.

Dear Fellow Analysts: It’s Time to Step Up And Deal with the PROCUREMENT STINK!

Because if we don’t, no one else will!

What am I talking about?

As per last Wednesday’s article, PROCUREMENT STINKS and we just can’t deny it anymore. In a nutshell, and this is just the tip of the garbage heap:

  1. Case studies are ranker than expired fish in a microwave on high.
  2. Approximately 85% of companies are AI-washing everything.
  3. The Gen-AI claims that it will deliver Procurement to the enterprise are FALSE.
  4. Intake/Orchestration is totally useless on its own.
  5. Consultancies are often more in the dark than the Procurement departments they are claiming they can help.
  6. DEI is being misused to push agendas and sometimes to Do Extra-legal Initiatives,

But this isn’t even the worst of it!

THE REVELATOR recently conducted a poll on who do you trust, and the results were more than a little disturbing as far as I am concerned.

 

That’s right. Only 50% of practitioners trust analysts to help them make the right decision when selecting technology. 36% would rather a consultant, who likely has a very strong incentive to either recommend a preferred partner solution (where they are guaranteed to get the implementation contract) or the solution that requires the most implementation effort (to add months, or years, to the engagement), and, even worse, 14% would rather trust a marketer or salesperson, who gets paid for leads or sales, not for solving a customer’s problem!

As far as the doctor is concerned, anything less than 75% is appalling. While he will happily admit there are some independent consultants at smaller firms without vendor partnerships who will be truly objective and will offer valuable advice, this is not the norm at most of the larger firms that are preferred partners or implementation providers for the bigger players in our space (where the majority of consultants reside), so the fact that the consultant trust is so high is a little off-putting. However, he’s simply aghast at the fact that 14% would rather trust a salesperson or a marketer for solution advice. Frankly, this means we are definitely failing the market.

Basically, if we can’t be the unbiased experts and independent voices of reason that the Procurement practitioners can always trust for good, unbiased, advice, then what good are we?

So what can we do to regain the trust? the doctor is sad to say he’s not exactly sure and hopes that

  • some other analysts will echo the call to action to deal with the PROCUREMENT STINK,
  • analysts will collectively take the lead in cleaning it up and restoring our reputation, and
  • offer up suggestions on what we can do to make it better!

Now, while the doctor doesn’t have all the answers, he does have suggestions on where we can start.

1. Be fully transparent on whom we do and don’t include in maps and logo charts, why, and the business situation in which our recommendations are, and are not, relevant.

This is quite obvious, and most of us are getting pretty good at being very explicit about the inclusion requirements for our maps and studies, but we don’t always take the time to clarify what this means for the market and, more specifically, which types of organizations the reports and maps are targeted at, which types of organizations will get the most value, and, most importantly, which types of organizations are unlikely to get any value because they don’t fall in the size/verticals/etc. the map or report is targeting. As far as the doctoris concerned, now more than ever we need to double down and get it right on both sides of the equation — who is being included, and why AND who should, and should not, be reading the report, and why, when we release something to the market. (Like the doctor did with his mega map.)

2. Stop glamourizing hype cycles and start busting them when there is no perceivable value to Procurement.

Procurement is supposed to be about solutions that deliver enterprise value, not cool technology. Leave that to the Consumer Electronics Show. When we promote tech for the sake of tech, we’re not helping anyone. We need to promote solutions to business problems with measurable ROI, regardless of what the underlying technology is. It’s irrelevant how many vendors embrace Gen-AI, when it has yet to demonstrate even a single use case that offers value beyond traditional tech, and the majority have failed to deliver any value.

3. Stop taking our cues from vendors as to where the space is going and start leading vendors to where the space should be going.

For example, intake-to-orchestrate is the craze, vendors are popping up faster than rabbits in a carrot field, and it’s likely only a matter of time before we see a map covering the intake-to-orchestrate space. (Especially since the doctor has been led to understand that one major analyst firm is already considering such a map, and where one leads, others will follow.)

However, in the doctor‘s view, this SHOULD NOT happen. Because, as stated above, and explained in detail in our article on why PROCUREMENT STINKS, there is NO VALUE in intake/orchestrate on its own. NONE. Intake is nothing more than pay-per-view on your data and orchestrate is just pure SaaS-based middleware, and middleware is something we’ve had for decades (and the need for such is negated completely if all the applications you use have complete, open, APIs as they can then be connected directly). The only value in these offerings would be in any additional functionality they embed to enhance the value of the applications they are linking together so that 1+1=3.

It would be understandable if they all embedded additional functionality that was comparable, valuable on its own, and formed a new application category that made sense to evaluate separately. However, right now, many don’t embed sufficient functionality; those that do are, for the most part, not comparable (as they all tend to specialize in something different, such as easy self-serve Procurement, services management, statements of work, etc.); and there has been no application thereof that wasn’t designed to enhance, or, most of the time, just make existing applications accessible. A standalone map would be senseless. (Instead, the intake and orchestrate requirements that are necessary for success should be included in the definition, and measurement of, Procurement, Sourcing, Supplier Management and other existing applications that can deliver enterprise value.)

3b. Start calling vendors out on bullsh!t when they start chasing, or putting, cool tech before practical solutions with actual ROI.

Privately at first (of course), unless the vendor insists on marketing it through a bullhorn. Then we may have no choice but to publicly call them out on it. Vendors may not like it, and may get upset when we burst their tech-centric bubble, but we’re not helping anyone when we don’t. Not us, not the procurement professionals we claim to support, and definitely not the vendors if we don’t try to dissuade them from throwing good money after bad on tech that won’t solve actual problems and ultimately won’t sell once their potential clients see the lack of value that comes with the price tag. This space has always been about ROI, we need to remind vendors of that, and guide them to where the ROI is just as we guide the practitioners. We need to be helpful to both sides to mature the space.

the doctor‘s not sure it’s enough, but it’s a start, and if other analysts make an effort to figure out how to restore our reputation, maybe we’ll find the answer, provide the unparalleled value that only we can provide, and get back the trust we should have.

Thoughts?