Mystics & Statistics

AI and the 3-to-1 rule (AI issue #4)

My friend, affectionally known as Mr. Spock, decided to look at a little further. He asked Microsoft’s Copilot: “What evidence is there about Dupuy Institute claims concerning the relevance of a 3:1 ratio’s usefulness in military warfare?”

The short answer: The Dupuy Institute’s own research does not support the idea that the 3:1 ratio is a universally valid or predictive rule of warfare. Their empirical battle databases show that attackers often win with less than 3:1, that 3:1 is rarely achieved, and that the rule itself is conceptually ambiguous. The Institute’s founder, Trevor N. Dupuy, explicitly criticized the rule’s usefulness.

Now this does contradict the previous AI answer on the subject: Another AI issue (#3) – The Dupuy Institute

It did provide a “structured, evidence-driven breakdown”

Core Evidence From Dupuy Institute Sources

1. Dupuy’s empirical critique of the 3:1 rule

Trevor Dupuy argued that the 3:1 rule is ambiguouspoorly defined, and unsupported as a universal planning factor. He questioned what “3:1” even refers to—men, weapons, firepower, or some other measure—and emphasized that context matters more than raw numbersdupuyinstitute.dreamhosters.com

He wrote that neither numbers nor firepower “tells us much unless we know the circumstances under which these numbers face each other and the manner in which the firepower is applied.” dupuyinstitute.dreamhosters.com

2. Historical battle database results (HERO/CAA study)

Dupuy’s Historical Evaluation Research Organization (HERO) compiled 598 battles (1600–1973). The U.S. Army Concepts Analysis Agency analyzed these data and found:

  • Attackers with ≥3:1 manpower succeeded 74% of the time.
  • Attackers with between 1.5:1 disadvantage and <3:1 advantage still won 58–63% of the time.
  • Only 17.7% of battles** even achieved a 3:1 manpower advantage.** dupuyinstitute.dreamhosters.com

Implication:
3:1 improves odds but is not required for success, and most real battles do not meet it.

3. Dupuy’s own clarification in Understanding War

In a 1989 correspondence responding to critics, Dupuy clarified that he did not endorse the 3:1 rule as a reliable predictor. He called it a “crude rule of thumb” used by planners, not a validated law of combat. JSTOR

He emphasized that the rule’s basis is only that “in historical instances an attacker with such an advantage has usually been successful”—a generalization, not a principle. JSTOR

4. Modern Dupuy Institute commentary (Christopher A. Lawrence)

Current TDI leadership continues to stress that:

  • The 3:1 rule is frequently misunderstood.
  • Their data shows wide variation in outcomes at all force ratios.
  • Human factors, posture, terrain, and operational conditions often outweigh raw ratios. The Dupuy Institute

Lawrence points readers to Understanding War and War by Numbers, both of which show that force ratios alone are weak predictors of outcomes.


🧭 External scholarly reinforcement

5. U.S. Army monograph: An Examination of Force Ratios

A 2019 Army thesis reviewing Dupuy and others concludes that force ratios are often invalid as planning heuristics and may create “unwanted mental constraints.” apps.dtic.mil

This aligns with Dupuy’s own empirical findings.


🎯 Synthesis: What the Evidence Shows

What is supported?

  • A 3:1 manpower advantage does correlate with higher attacker success rates.
  • It is a useful very rough heuristic for planners.

What is not supported?

  • That 3:1 is necessary for success.
  • That 3:1 is a universal predictor across eras, terrains, or force types.
  • That 3:1 is meaningful without specifying what is being measured (men, firepower, combat power).
  • That 3:1 is commonly achievable in real operations.

Dupuy Institute’s bottom line:

The 3:1 rule is not a validated law of combat, but a simplistic planning rule whose predictive value collapses under empirical scrutiny.


 

In the end its sources are two articles on this blog, a response Trevor Dupuy wrote in 1989 in response to a question about his 1987 book Understanding War, and a masters-degree-level thesis prepared at C&GS. It interestingly and somewhat significantly did not reference Trevor Dupuy’s book Understanding War which has a chapter on the subject or my book War by Numbers which has a chapter on force ratios.

Now, why isn’t it referencing these sources, which are probably where I would start if I was researching this subject? Well, they are published books and still under the 70 year copyright rule.  So you can look at a copy at your local library, but AI cannot reference or read it. It is not available as a download file on the internet, therefore they appear to not exist. This means that AI has a 70-year blind spot, in that it cannot reference or review anything written in the last 70-years unless someone re-posts elements to the internet. This is what is did with Trevor Dupuy’s book Understanding War.  In this effort (which was fine), it mostly used blog posts written by me or Shawn Woodford.

I am not sure how this works, but if I get hit by a bus, and am no longer able to pay the annual fees to maintain this blog, then I gather this knowledge will disappear from the internet and from AI’s access.  

This is now the fourth issue I have had with AI (not that I am using it much). I have blogged about them:

1. Khrushchev Quote and AI – The Dupuy Institute
2. Yahoo AI and order of battle for operations near Chernihiv in 2022 – The Dupuy Institute
3. Another AI issue (#3) – The Dupuy Institute
4. This blog post (AI Issue #4)

French Air Power: Late 20s and Air Force Independence – this Wednesday

The third of a series of eight presentations on French Air Power 1918 – 1940 by Dr. James Slaughter is this Wednesday, 15 April, 7:00 PM (EST) via Zoom.

The Zoom link is here: https://us06web.zoom.us/j/82767463706?pwd=qSJpzw2OiCr61CCRZ0f6nSVz5tzRCN.1

The whole series is here: French Air Power 1918-1940 – The Dupuy Institute

The call for presentations for the Fifth HAAC is here: Call for Presentations for the Fifth HAAC, 20 – 22 October 2026 – The Dupuy Institute

The schedule for the Fifth HAAC is rapidly filling in. Now is a good time to commit: HAAC 2026: Fifth Historical Analysis Annual Conference (HAAC) – The Dupuy Institute

Just email me at LawrenceTDI@aol.com is you want to sign up for a presentation.

The sign-up for Fifth HAAC is here: Fifth Historical Analysis Annual Conference (HAAC) Tickets, Tuesday, October 20  •  8 AM – 6 PM | Eventbrite

Report #81: Soldier Capability

We have had report number #81 available on our website for a while. It is on “Soldier Capability: Army Combat Effectiveness (SCACE): Historical Combat Data and Analysis (1980) (Battelle). See: HERO/TNDA Reports – The Dupuy Institute

The link to the report is here: 081.pdf

It is also available on line through DTIC. It is the same report with a different cover: Soldier Capability – Army Combat Effectiveness (SCACE). Volume 3. Historical Combat Data and Analysis.

Not sure I have anything else other to say about this other than to note that some (but not all) of our reports are available through DTIC or NTIS.

Another AI issue (#3)

My biggest issue with AI is not that it is going to take over the world (i.e. Terminator V?), it is that it makes mistake. AI makes simple factual errors because it lacks the ability to question and crosscheck. Now, granted a lot of people make the same type of mistakes, but if these “machines” are going to be better than us, they kind of need to quit making simple mistakes.

I have blogged about these mistakes before. here Khrushchev Quote and AI – The Dupuy Institute  and here Yahoo AI and order of battle for operations near Chernihiv in 2022 – The Dupuy Institute. It messed up a citation in the first case and it made an error in the order of battle in the second. The problem was that these mistakes were on the web (and AI does not seem to be able to do original research) and it picked up those errors. It does not appear to have the ability to weigh and discern the difference between contradictory data or look deeper into data that does not look right. It seems to have no ability to tell if the data does not look right. It does provide entertaining art though:  War by Numbers by AI – The Dupuy Institute.

Now an old friend of mind has found another error. In this case he was using AI to help with a wargame design. It provided the following note:

  • Even overwhelming invasions (e.g., the Great Heathen Army) suffered setbacks.

Your probability curve (14% at 1:1, 28% at 2:1, 42% at 3:1, etc.) mirrors the historical pattern that 3:1 is the threshold of likely success, a principle echoed in modern military theory (e.g., Dupuy, Numbers, Predictions, and War).

It actually referenced Numbers, Predictions, and War. Not sure if the AI could actually read it as it is not supposed to be available on the web (copyright is still active). But NPW does not actually address the 3-to-1 rule. Doesn’t even mention it (I do have a .pdf version I can search). Now, Trevor Dupuy does have a chapter on it in Understanding War, but it doesn’t really say that. We have blogged about this before:

  1. The U.S. Army Three-to-One Rule – The Dupuy Institute
  2. The Source of the U.S. Army Three-to-One Rule – The Dupuy Institute
  3. The U.S. Army Three-to-One Rule versus the 752 Case Division-level Data Base 1904-1991 – The Dupuy Institute
  4. The U.S. Army Three-to-One Rule versus 49 U.S. Civil War battles – The Dupuy Institute
  5. The U.S. Army Three-to-One Rule versus 243 Battles 1600-1900 – The Dupuy Institute
  6. People keep referencing us on the 3-to-1 Rule – The Dupuy Institute which references another eight links to the blog on the subject, including:
  7. Trevor Dupuy and the 3-1 Rule – The Dupuy Institute

Anyhow, we have talked about it a lot. It never seems to go away even though I think the military analytical community would be better served to never reference it again. I also have a chapter on force ratios in my book War by Numbers.

So, AI pulls up a rule that does not have much validity and then proceeds to give an incorrect reference to a book that never discusses it. Not encouraging.

Isfaran – 2

A second post on Isfaran. The original post was just a look at the terrain: Isfaran – The Dupuy Institute. Apparently, some other people are looking at it too, see WP article: Risky commando plan to seize Iran’s uranium came at Trump’s request – The Washington Post

Now, the part of the article that got my attention was the part about “flying in excavation equipment.” Now, I do not know how deep the enriched uranium is buried and how long it takes to dig it out, but… I am guessing that this would involve holding forces in place in the middle of Iran for day or two or four.

Anyhow, waiting to see what actually occurs.

View of Isfaran and Naqsh-e Jahan Square (Pedram Forouzanfar, 23 April 2020)

FY2027 U.S. Defense Budget

Looks like the FY2027 U.S. Defense Budget will be released on 3 April. It is proposed to be 1.5 Trillion. The FY2026 budget was 961.2 requested, 839.2 billion as passed (see: FY2026_Budget_Request_Overview_Book.pdf and final-fy26-defense-minibus-4-summary.pdf). There are some supplemental bills that push the FY2026 past a trillion.

Of course, it is not the budget until congress passes it. They are supposed to do that before the 2027 Fiscal Year starts (which is October 2026) but have had a bad record for this. The FY2026 defense budget was not approved until 3 February 2026. It will probably gets even more complex as it appears the opposition party is going to take the House in November. This does not include the supplemental $200 billion that has just been requested.

Article on the subject: White House to deliver FY27 budget request on April 3: OMB – Breaking Defense

New York Times article on the subject from 3 April: Trump Requests $1.5 Trillion for Military Spending – The New York Times

French Air Power: 20s and the Rif War – this Wednesday

The second of a series of eight presentations on French Air Power 1918 – 1940 by Dr. James Slaughter for real this Wednesday, 1 April, 7:00 PM (EST) via Zoom.

The Zoom link is here: https://us06web.zoom.us/j/89471662474?pwd=IIoobuk6pNyRvyjnSodlgKaHnFqgEY.1

The whole series is here: French Air Power 1918-1940 – The Dupuy Institute

The call for presentations for the Fifth HAAC is here: Call for Presentations for the Fifth HAAC, 20 – 22 October 2026 – The Dupuy Institute

 

Le chef riffain [i.e. rifain] Kaid Sarkash et son fils armés avec des Mausers capturés aux Espagnols : [photographie de presse] / [Agence Rol] : vue 1 – Le chef riffain [i.e. rifain] Kaid Sarkash et son fils armés avec des Mausers capturés aux Espagnols : [photographie de presse] / [Agence Rol].

 

English: Sketch map of Northern Morocco during the first half of the 1920s focussing on the theatre of war during the Rif War. The map shows the limits of the Riffian republic, with Spanish-occupied territory at both end (shaded areas).
Riffian control had spilled over inside French Morocco; the dots represents French fortifications (“blockhaus”) built to contain the Berber tribesmen who, the French feared, threatened Fez for a time. This map is contained in Pierre Sémard’s book “La guerre du Rif” published in 1926.

Article on potential landing sites

This article came across my desk yesterday, and it does confirm or reinforce several points I have been making in last few blog posts: Will Trump Order U.S. Ground Troops to Invade Iran?

If fact, it so closely parallels what I have been saying that I wonder if they were reading my blog. This has happened before with other publications. That they list out the five landing ships and list the landing locales in the same order as I list them makes me suspicious. Could be just great minds thinking alike.

Anyhow, they did add a factoid that differed from my discussion, in that they had the airborne brigade with only two battalions (vice 3) They also left out the 10th Mountain Division, which we know has some presence in the Middle East.

My blog posts:

  1. Isfaran – The Dupuy Institute
  2. Kharg Island – The Dupuy Institute
  3. Qeshm Island and the Straits of Hormuz – The Dupuy Institute
  4. Larak and Abu Musa – The Dupuy Institute

 

Larak and Abu Musa

War teaches geography. Two islands in the Strait of Hormuz mentioned as possible landing sites are Larak and Abu Musa along with some immediate surrounding islands.

Karak is right next to Qeshm and Hormuz Island (see our previous post). It is only a few miles from each of them, and only 24 miles (39 kilometers) from Oman, on the other side of the straight. It is possible to seize and hold Larak and leave Qeshm in Iranian hands, but not sure how this does not generate some U.S. casualties. Of course, one can make the same argument for seizing Qeshm and not seizing the Iranian mainland areas a mile or so away from it. The problem is that all these islands are within mortar range of each other and mainland Iran. I gather Iran has 3,000+ mortars, a very annoying weapon that seems to have been forgotten about amid all the discussion of higher-tech rockets, missiles and drones. 

Karak island is 19 square miles (49 square kilometers). This is like a little over a quarter of D.C. (28%). It is 266 feet tall (81 meters). All these islands are rough with considerable elevation (which does not make things easier).  There are two villages on the island, the largest of 466 people. There is a nice collection of coral reefs off the island. 

 

I gather it has a military base on the island loaded with surface-to-surface missiles in addition to serving as an oil terminal. Two ships were sunk there in 1988. The Iranian Vosper-class frigate Sahand was sunk by the U.S. Navy in 200-meter-deep waters southwest of Larak Island. 45 crew were killed. The Liberian supertanker Seawise Giant was seriously damaged and set on fire by Iraqi antiship missiles while anchored off the coast of Larak Island (see Seawise Giant after the air attack for photos).

 

The other island in discussion is Abu Musa and its surrounding islands. It is even smaller and is disputed between Iran and UEA. So the U.S. could seize the islands and hand them over to UAE. It is inside the gulf just outside of the Strait of Hormuz. It is just south of the deep water shipping lanes that go to and from the strait.

 

It is 4.9 square miles (12.8 square kilometers). It is 43 miles (70 kilometers) from the Iranian mainland and 37 miles (59 kilometers) from the UAE mainland. The highest point is the 360 foot (110 meter) Mount Halva. The town of Abu Musa has a population of 1,953 and the entire island has a population of 2,131 (2012). 

Looks like elements of the 82nd Airborne Division are heading to the Gulf

Well, it looks like elements of the headquarters and the entire 1st Brigade of the 82nd Airborne Division is heading to the Gulf. See: Pentagon confirms elements from the 82nd Airborne Division to deploy to the Middle East

This adds three more maneuver battalions to the six slated to be in the area in a couple of weeks. Supposedly, the brigade can be moved there in 18 hours.  They probably won’t get there that fast but might get there before the 11th MEU (see my Kharg post on that). 

Hard to envision that you would move parts of the 82nd Airborne Division if you were not going to do something. It appears the three options are 1) Kharg, 2) Isfaran and 3) Qeshm, with Kharg the most likely option for deployment. Might be just an attempt to provide more pressure on Iran in negotiations.

I also note articles like this one: Trump on brink of ground invasion in Iran as Saudi strongman makes astonishing pitch in secret call. Have no idea if there is any validity to the article.

I will avoid for now pontificating, or more aptly, speculating as to what will be done and how it will work. There is a point when you should not say more than what you actually know.

A few relevant links:

Kharg Island – The Dupuy Institute

Isfaran – The Dupuy Institute

Qeshm Island and the Straits of Hormuz – The Dupuy Institute