[DSRP Evidence](https://dsrpevidence.org/) # What is transfer (T)? ## The research claim Transfer is the standing embarrassment of education research. Everyone wants it — learn something once, use it everywhere — and the literature has largely concluded it does not happen. Near transfer works. Far transfer, across domains, mostly does not, and after a century of trying, much of the field has stopped expecting it. What transfers is organization. Information does not travel — the facts of chemistry are no use in a marriage. Structure travels, because the same structure is operating in both places. Analogy is the proof of this and everyone already accepts it. A metaphor is a structure held constant while the content is swapped, and analogies are the best transfer tools anyone has found. But an analogy carries one small template at a time, and someone has to have noticed it and packaged it. This has been true for as long as people have thought, and mostly without anyone naming it. Analogies, metaphors, similes, lists, tables, graphs — these are content-free structures that carry between domains, and they were in use for millennia before anyone catalogued them as a class. Forty-four are catalogued now. The point of naming them is not that they are new. It is that a structure you can name is a structure you can choose. The template is what matters, not the example: \_\_ ↔ \_\_ ⇔ \_\_ ↔ \_\_ The blanks take anything. The relations between them are what carries. Teaching the whole inventory rather than one packaged comparison makes every structure portable rather than the few someone thought to point out. This also predicts why far transfer fails in the literature. Teaching is almost entirely content. If nothing structural was learned, there is nothing to carry, and a field measuring the absence of organization would conclude that transfer does not happen. ## What would confirm it What transfers between situations is structure, not content. The organization carries; the information does not. Read in symbols: transfer (T) maps the organization used in one domain (O_d₁) onto another domain (O_d₂), while the information in the two domains is different (I_d₁ ≠ I_d₂). The inequality is the point. If the information were the same it would not be transfer, it would be the same problem again. Transfer is precisely the case where nothing about the content carries and something carries anyway. ## What would refute it Organization does not carry across domains. What looks like transfer is really content similarity — the two situations shared enough information that nothing had to travel. Read in symbols: it is not the case (¬) that organization moves from one domain to another, or transfer only occurs where the information in the two domains is similar. This is close to the standing conclusion of the education literature: near transfer works because the content overlaps, and far transfer fails because it does not. If that is right, structure is not what carries. ## The evidence, and why this status If a mental model is information times organization, the two terms can move independently — and if they can, then what transfers between domains is a question with a definite answer rather than a mystery. Information is tied to its domain. Organization is not. So transfer has to be the organization carrying while the information stays behind. Three studies point that way, and they sit in a specific order. One establishes the precondition. Explanatory passages from six unrelated disciplines were coded under rules fixed in advance, and the same eight elements turned up across all of them. Structure cannot carry between domains unless the same structure is running in both, so this had to be true before anything else could be. One is the closest thing to a controlled test. People were given awareness of how information is organized, with no content added at all, and then produced measurably more complex models on material they had not seen. Whatever carried was not information, because none was supplied. One is the same result in a classroom, where policy students taught the structural moves applied them to problems the instruction never covered. That is what transfer looks like when it works, on a real task rather than a laboratory one. The rest are the practitioner account — how the structure is taught and how a curriculum is built so that structure rather than content is what students leave with — plus the counting apparatus that makes a template portable rather than an intuition. The measured cases are few and they all point the same way: subtract the content and something still crosses. ## Supporting evidence (11 publications · 1 study) - [Cabrera D, Cabrera L (2025). The structure of thought and reality: empirical evidence for the three universal laws linking mind, matter, and meaning. Journal of Systems Thinking.](https://dsrpevidence.org/paper/504) - [Cabrera D, Cabrera L (2025). From DSRP Theory to O-Theory: The Science of Organization. Journal of Systems Thinking 5(1):1-8.](https://dsrpevidence.org/paper/473) - [Cabrera D, Cabrera L, Cabrera E (2022). Fish Tank treatments. Systems (MDPI).](https://dsrpevidence.org/experiment/324) - [Aljrarri W, Bustamante J, Ingwell A, Labrada T, Nadig B, Shin J, Cabrera, and Cabrera (2024). New Hope for Policy Schools: Examining systems thinking solutions to improve policy education. Journal of Systems Thinking.](https://dsrpevidence.org/paper/446) - [Cabrera D, Cabrera L (2026). Scale-Free Structure: Is Knowledge Just the Recurring Emergence of a Universal Structural Grammar?. Journal of Systems Thinking 6(1):1-40.](https://dsrpevidence.org/paper/633) - [Cabrera & Cabrera (2015 / 2018 (2nd ed.)). Systems Thinking Made Simple: New Hope for Solving Wicked Problems in a Complex World. Odyssean / Plectica.](https://dsrpevidence.org/paper/184) - [Cabrera & Cabrera (2008 / 2011). Thinking at Every Desk: Four Simple Skills to Transform Your Classroom. Odyssean / Norton.](https://dsrpevidence.org/paper/123) - [Solin J (2023). Map-Activate-Check: A Systems Thinking-Based Approach to Curriculum and Program Design. Journal of Systems Thinking 3(1):1-10.](https://dsrpevidence.org/paper/392) - [Hoard D, Ferro R (2017). RE:Thinking (documentary feature). Documentary film.](https://dsrpevidence.org/paper/238) - [Cabrera D, Cabrera L (2023). The Simple Rules of Complex Networks: A Heuristic for Determining the Potential Complexity of Any Network and Making Structural Predictions. Journal of Systems Thinking 3(1):1-22.](https://dsrpevidence.org/paper/423) - [van Dongen H, Cabrera D (2025). Facilitating DSRP Workshops. Journal of Systems Thinking 5(1):1-10.](https://dsrpevidence.org/paper/472) - [Nittolo, John (2026). Operationalizing Systems Thinking Standards Across K–8 Public Education: A District-Wide Implementation Study of DSRP Cognitive Moves: A District-Wide Implementation Study of DSRP Cognitive Moves. Journal of Systems Thinking.](https://dsrpevidence.org/paper/614) [All research questions](https://dsrpevidence.org/claims)