Dec 13, 2023 · 32m · saastr

15 Signs You Have A SaaS Metrics Problem (and How to Fix it) with Dave Kellogg

Dave Kellogg · 28m spoken
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SaaS expert Dave Kellogg details fifteen diagnostic warning signs of broken metrics systems and introduces a comprehensive five-layer maturity model to help organizations achieve operational transparency, alignment, and long-term strategic trajectory.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. How this is scored →

Jason as informed peer 0.0 Guest teaching 0.0 Guest disagreement 1.8 Jason pushing back 0.0
05100:0010:0020:0030:000:58–4:38 · Jason as informed peer 0/10 Identifying Metrics Misuse: Bludgeoning and Deceptive Reporting Monologue presentation by Kellogg outlining the misuse of metrics for bludgeoning and misleading board members. Host is not present on mic.4:39–8:52 · Jason as informed peer 0/10 Diagnosing Deja Vu, Metric Rat-Holing, and Semantic Ambiguity Kellogg breaks down deja vu meetings, MQL rabbit holes, and ambiguous forecasting terminology without host participation.8:54–14:22 · Jason as informed peer 0/10 Uncovering Data Recalculation and Diagnostic Inexplicability Kellogg humorously contrasts VC vs PE recalculation habits, unexplained metric disconnects, and cognitive dissonance in board decks.14:23–17:53 · Jason as informed peer 0/10 Correcting Strategic Disconnects and Isolated Piecemeal Analysis Presentation on aligning metrics to strategy (such as mid-market pushes) and avoiding isolated piecemeal evaluation.17:54–22:42 · Jason as informed peer 0/10 Mitigating Mis-Benchmarking, False Causality, and Data Torture Kellogg criticizes poorly segmented benchmarking, confusing correlation with causation, and juicing retention via one-dollar renewals.22:42–26:41 · Jason as informed peer 0/10 Unpacking Root Causes and the Five-Layer Maturity Framework Introduction of the Five-Layer SaaS Metrics Maturity Model and managing organizational change management.26:41–31:37 · Jason as informed peer 0/10 Implementing Foundational Alignment, Trust, Strategy, and Culture Deep dive into building trust through standardized templates, leading indicators, and establishing a rigorous data culture.31:40–32:23 · Jason as informed peer 0/10 Strategic Trajectory Planning, Session Summary, and Q&A Transition Kellogg concludes the keynote summary of the 15 symptoms and maturity model before opening up for audience Q&A.0:58–4:38 · Guest teaching 0/10 Identifying Metrics Misuse: Bludgeoning and Deceptive Reporting Monologue presentation by Kellogg outlining the misuse of metrics for bludgeoning and misleading board members. Host is not present on mic.4:39–8:52 · Guest teaching 0/10 Diagnosing Deja Vu, Metric Rat-Holing, and Semantic Ambiguity Kellogg breaks down deja vu meetings, MQL rabbit holes, and ambiguous forecasting terminology without host participation.8:54–14:22 · Guest teaching 0/10 Uncovering Data Recalculation and Diagnostic Inexplicability Kellogg humorously contrasts VC vs PE recalculation habits, unexplained metric disconnects, and cognitive dissonance in board decks.14:23–17:53 · Guest teaching 0/10 Correcting Strategic Disconnects and Isolated Piecemeal Analysis Presentation on aligning metrics to strategy (such as mid-market pushes) and avoiding isolated piecemeal evaluation.17:54–22:42 · Guest teaching 0/10 Mitigating Mis-Benchmarking, False Causality, and Data Torture Kellogg criticizes poorly segmented benchmarking, confusing correlation with causation, and juicing retention via one-dollar renewals.22:42–26:41 · Guest teaching 0/10 Unpacking Root Causes and the Five-Layer Maturity Framework Introduction of the Five-Layer SaaS Metrics Maturity Model and managing organizational change management.26:41–31:37 · Guest teaching 0/10 Implementing Foundational Alignment, Trust, Strategy, and Culture Deep dive into building trust through standardized templates, leading indicators, and establishing a rigorous data culture.31:40–32:23 · Guest teaching 0/10 Strategic Trajectory Planning, Session Summary, and Q&A Transition Kellogg concludes the keynote summary of the 15 symptoms and maturity model before opening up for audience Q&A.0:58–4:38 · Guest disagreement 2/10 Identifying Metrics Misuse: Bludgeoning and Deceptive Reporting Monologue presentation by Kellogg outlining the misuse of metrics for bludgeoning and misleading board members. Host is not present on mic.4:39–8:52 · Guest disagreement 2/10 Diagnosing Deja Vu, Metric Rat-Holing, and Semantic Ambiguity Kellogg breaks down deja vu meetings, MQL rabbit holes, and ambiguous forecasting terminology without host participation.8:54–14:22 · Guest disagreement 3/10 Uncovering Data Recalculation and Diagnostic Inexplicability Kellogg humorously contrasts VC vs PE recalculation habits, unexplained metric disconnects, and cognitive dissonance in board decks.14:23–17:53 · Guest disagreement 1/10 Correcting Strategic Disconnects and Isolated Piecemeal Analysis Presentation on aligning metrics to strategy (such as mid-market pushes) and avoiding isolated piecemeal evaluation.17:54–22:42 · Guest disagreement 3/10 Mitigating Mis-Benchmarking, False Causality, and Data Torture Kellogg criticizes poorly segmented benchmarking, confusing correlation with causation, and juicing retention via one-dollar renewals.22:42–26:41 · Guest disagreement 1/10 Unpacking Root Causes and the Five-Layer Maturity Framework Introduction of the Five-Layer SaaS Metrics Maturity Model and managing organizational change management.26:41–31:37 · Guest disagreement 2/10 Implementing Foundational Alignment, Trust, Strategy, and Culture Deep dive into building trust through standardized templates, leading indicators, and establishing a rigorous data culture.31:40–32:23 · Guest disagreement 0/10 Strategic Trajectory Planning, Session Summary, and Q&A Transition Kellogg concludes the keynote summary of the 15 symptoms and maturity model before opening up for audience Q&A.0:58–4:38 · Jason pushing back 0/10 Identifying Metrics Misuse: Bludgeoning and Deceptive Reporting Monologue presentation by Kellogg outlining the misuse of metrics for bludgeoning and misleading board members. Host is not present on mic.4:39–8:52 · Jason pushing back 0/10 Diagnosing Deja Vu, Metric Rat-Holing, and Semantic Ambiguity Kellogg breaks down deja vu meetings, MQL rabbit holes, and ambiguous forecasting terminology without host participation.8:54–14:22 · Jason pushing back 0/10 Uncovering Data Recalculation and Diagnostic Inexplicability Kellogg humorously contrasts VC vs PE recalculation habits, unexplained metric disconnects, and cognitive dissonance in board decks.14:23–17:53 · Jason pushing back 0/10 Correcting Strategic Disconnects and Isolated Piecemeal Analysis Presentation on aligning metrics to strategy (such as mid-market pushes) and avoiding isolated piecemeal evaluation.17:54–22:42 · Jason pushing back 0/10 Mitigating Mis-Benchmarking, False Causality, and Data Torture Kellogg criticizes poorly segmented benchmarking, confusing correlation with causation, and juicing retention via one-dollar renewals.22:42–26:41 · Jason pushing back 0/10 Unpacking Root Causes and the Five-Layer Maturity Framework Introduction of the Five-Layer SaaS Metrics Maturity Model and managing organizational change management.26:41–31:37 · Jason pushing back 0/10 Implementing Foundational Alignment, Trust, Strategy, and Culture Deep dive into building trust through standardized templates, leading indicators, and establishing a rigorous data culture.31:40–32:23 · Jason pushing back 0/10 Strategic Trajectory Planning, Session Summary, and Q&A Transition Kellogg concludes the keynote summary of the 15 symptoms and maturity model before opening up for audience Q&A.

speaking balance: gold is Jason, purple is the guest (3 minute bins)

0:00 · Jason 0% · guest 100%0:00 · Jason 0% · guest 100%3:00 · Jason 0% · guest 100%3:00 · Jason 0% · guest 100%6:00 · Jason 0% · guest 100%6:00 · Jason 0% · guest 100%9:00 · Jason 0% · guest 100%9:00 · Jason 0% · guest 100%12:00 · Jason 0% · guest 100%12:00 · Jason 0% · guest 100%15:00 · Jason 0% · guest 100%15:00 · Jason 0% · guest 100%18:00 · Jason 0% · guest 100%18:00 · Jason 0% · guest 100%21:00 · Jason 0% · guest 100%21:00 · Jason 0% · guest 100%24:00 · Jason 0% · guest 100%24:00 · Jason 0% · guest 100%27:00 · Jason 0% · guest 100%27:00 · Jason 0% · guest 100%30:00 · Jason 0% · guest 100%30:00 · Jason 0% · guest 100%
Sharpest disagreement ▶ 21:25 Calling out deceptive $1 renewals

Kellogg scathingly critiques companies that disguise 25% gross churn by renewing accounts for a dollar to report an artificial 5% logo churn rate.

Hardest push from Jason ▶ 0:58 No host pushback (Solo keynote)

This session is delivered as a solo keynote talk by Dave Kellogg without an active interlocutor challenging him on mic.

Biggest teaching moment ▶ 2:44 Dissecting misleading ARR bridges

Kellogg details how companies falsely report finishing at 96% of plan by relying on beginning ARR to hide a catastrophic 60% attainment on new bookings.

Jason holds their own ▶ 0:58 No host counter (Solo keynote)

The presentation format features Kellogg presenting uninterrupted to an audience without a co-host or interviewer interjecting.

the scores for every segment, with the reasoning behind each
ChapterTopicJason as informed peerGuest teachingGuest disagreementJason pushing backWhy
Identifying Metrics Misuse: Bludgeoning and Deceptive Reporting 0020 Monologue presentation by Kellogg outlining the misuse of metrics for bludgeoning and misleading board members. Host is not present on mic.
Diagnosing Deja Vu, Metric Rat-Holing, and Semantic Ambiguity 0020 Kellogg breaks down deja vu meetings, MQL rabbit holes, and ambiguous forecasting terminology without host participation.
Uncovering Data Recalculation and Diagnostic Inexplicability 0030 Kellogg humorously contrasts VC vs PE recalculation habits, unexplained metric disconnects, and cognitive dissonance in board decks.
Correcting Strategic Disconnects and Isolated Piecemeal Analysis 0010 Presentation on aligning metrics to strategy (such as mid-market pushes) and avoiding isolated piecemeal evaluation.
Mitigating Mis-Benchmarking, False Causality, and Data Torture 0030 Kellogg criticizes poorly segmented benchmarking, confusing correlation with causation, and juicing retention via one-dollar renewals.
Unpacking Root Causes and the Five-Layer Maturity Framework 0010 Introduction of the Five-Layer SaaS Metrics Maturity Model and managing organizational change management.
Implementing Foundational Alignment, Trust, Strategy, and Culture 0020 Deep dive into building trust through standardized templates, leading indicators, and establishing a rigorous data culture.
Strategic Trajectory Planning, Session Summary, and Q&A Transition 0000 Kellogg concludes the keynote summary of the 15 symptoms and maturity model before opening up for audience Q&A.

Statements from this episode (16)

Insight
Kellogg: The most common metric deception in SaaS is cherry-picking
“The most common form of misleading is what I call cherry picking, right? You just don't put up the bad numbers, right? You put up different numbers every quarter.”
Dave Kellogg Dec 13, 2023 ▶ 4:08
Insight
Kellogg: Companies with clear metrics avoid repetitive board meeting debates
“That the companies I work with that kind of have their metrics act together, Don't have the deja vu problem because the numbers are telling us what's not working.”
Dave Kellogg Dec 13, 2023 ▶ 5:00
Insight
Kellogg: A 90% confidence sales forecast allows missing once every 2.5 years
“And when I give the forecast to the board, I want to give a 90% confidence interval. So I'm giving them the lower bound of a 90% confidence interval. Now people hate that. And if people get scared when you use those words, I have advice. Just say you get to mi…”
Dave Kellogg Dec 13, 2023 ▶ 8:10
Insight
Kellogg: VCs trust founders' CAC while PE firms recalculate it themselves
“Because the VCs tend to be trusting and say, what's your CAC and tell me how you calculate it. And isn't that interesting? Whereas the PE people just said to say, give me all your data. I'll tell you what your CAC is fundamentally. Especially in the context of…”
Dave Kellogg Dec 13, 2023 ▶ 9:19
Insight
Kellogg: Board members recalculating metrics indicates broken trust in management
“I have one of my MBA is recalculate everything. And I'm like, this is a symptom of a very serious problem, right? We don't trust the management team to present the correct numbers. We don't correct them to do the trust them to do the right formulas.”
Dave Kellogg Dec 13, 2023 ▶ 9:47
Insight
Kellogg: Missing ARR while pipeline metrics look good signals measurement failure
“If the top two important numbers are not being achieved and you can't see why in all the other numbers, I can't diagnose what the problem is, but I can tell you have a problem and it does happen from time to time.”
Dave Kellogg Dec 13, 2023 ▶ 10:40
Insight
Kellogg: Only CFO and RevOps knowing metrics signals organizational innumeracy
“The symptom is very simple. You go to a board meeting or QBR or management meeting, and the only two people who ever asked numbers, answer numbers questions are the CFO and the head of rev ops.”
Dave Kellogg Dec 13, 2023 ▶ 12:39
Opinion
Kellogg: VCs bludgeon founders by expecting best-in-class metrics across every single category
“You know, a VC will look across their portfolio and think of the best CAC payback period, the best LTV to CAC, the best rule of 40, and ask you to do, you know, beat them on all four, right? It's inherently unfair. It's a form of bludgeoning, right?”
Dave Kellogg Dec 13, 2023 ▶ 16:39
Insight
Kellogg: High growth increases enterprise SaaS CAC due to ramping resources
“That's going to drive your CAC up because CAC is a function of growth rate in enterprise software because you're carrying unproductive slash ramping resources, right?”
Dave Kellogg Dec 13, 2023 ▶ 17:31
Insight
Kellogg: SaaS Benchmarks Should Be Segmented by Company Aspiration
“I actually think the best way to segment them is by aspiration. That, that if we could, and nobody offers these yet, but I want you to just consider this concept that we should segment benchmarks by aspiration, which is if I want to sell for 18 times EBITDA in…”
Dave Kellogg Dec 13, 2023 ▶ 18:52
Assertion Not checkable as stated
Kellogg: Competitor Used One-Dollar Renewals to Manipulate Churn Metrics
“I competed against the company that did one dollar renewals. And they would juice their churn rate so they could offset their SAS metrics.”
Dave Kellogg Dec 13, 2023 ▶ 22:27
Insight
Kellogg: Establishing SaaS metric foundations takes quarters, not 30 days
“Even layer one has taken me with certain companies I work with quarters. And I walk in every time I have this kind of entrepreneurial blind spot going, this is going to be easy. Me, head of FP&A, CFO, we'll get this nailed in 30 days, 60 days. Every time I do …”
Dave Kellogg Dec 13, 2023 ▶ 25:15
Opinion
Kellogg: Upgrading SaaS metrics often requires replacing non-strategic RevOps and FP&A staff
“The change management is hard. It may require staff upgrades, particularly key analytics roles like RevOps, FP&A. Sometimes those people are not that strategic. They're not that fast, right? That they're good at making a budget and they're good at getting comp…”
Dave Kellogg Dec 13, 2023 ▶ 26:04
Insight
Kellogg: SaaS metrics cannot be calculated from nature-based P&Ls
“They produce a nature-based PNL, not a function-based PNL, and you can't do SAS metrics off a nature-based PNL.”
Dave Kellogg Dec 13, 2023 ▶ 26:59
Insight
Kellogg: Standardized reporting templates build trust by preventing data cherry-picking
“Templates build trust. Why? Because there's no cherry picking, and the most common form of misleading is cherry picking.”
Dave Kellogg Dec 13, 2023 ▶ 28:05
Insight
Kellogg: Metrics culture should enable business discussions, not metrics debates
“The goal is to not have conversation about metrics, but conversations about the business using metrics.”
Dave Kellogg Dec 13, 2023 ▶ 31:13
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