There is defensible scientific progress, but it is not well characterized as an uninterrupted accumulation of truths or an inevitable march toward one complete description. Progress can consist in improved empirical discrimination, more accurate and wider-ranging predictions, better scientific explanation, and greater capacity to intervene reliably. Those achievements must be assessed against specified aims and competing accounts, rather than inferred from a theory's being later in time.
The physical content of an improvement matters. A model that fits a fixed data set using arbitrarily many adjustable parameters has not thereby supplied a stronger prediction. Independent tests, specified error bounds and successful application in new conditions distinguish a genuine extension of knowledge from a re-description of familiar results. An apparent failure can itself be progressive when it identifies the boundary of a model's applicability and supports a more reliable successor. More equations or more favourable observations are not enough by themselves.
The relation between Newtonian mechanics and special relativity illustrates a qualified retention of success. With invariant rest mass , relativistic kinetic energy is . Its low-velocity expansion is
The first term recovers the familiar kinetic-energy expression in a controlled domain; the correction identifies a systematic departure. The successor can preserve successful low-speed calculations while revising the conceptual description of space and time. This demonstrates a relation between models, not that every statement in the earlier framework was true or that the successor is beyond further revision.
Thomas Kuhn's account gives normal science a comparatively clear measure of progress: increasingly effective solution of problems within an accepted scientific paradigm. During revolutionary theory change, the problems, classifications and standards themselves can partly change, and some older achievements may be lost or devalued. His chapter on progress nevertheless emphasizes growing problem-solving capacity; his position is not simply that no improvement occurs. The difficulty is explaining comparison across changes without treating the later community's preferences as automatically decisive.[ref]
A scientific realist may interpret improved prediction as evidence of a more accurate account of the world. That is a further argument, not the definition of every successful calculation. Larry Laudan's historical objection warns that earlier successful accounts contained central commitments later rejected. Structural realism offers a selective response: ask which interpreted quantitative relations survive, and in which domains, rather than credit the entire old account with approximate truth.[ref][ref]
The most reasonable conclusion is plural but not indiscriminate. Better error control, wider empirical reach and the identification of previously unknown phenomena provide substantive achievements, although they do not always increase together. Scientific progress is fallible, domain-sensitive improvement in our ability to investigate, predict and explain. A general guarantee of convergence to final truth is stronger than these achievements require, while denying every basis for comparison ignores the controlled relations and independent successes which inquiry can establish.
The history of science is relevant wherever a philosophical claim concerns how inquiry actually develops, what its methods accomplish or what successful theories warrant us in believing. It cannot by itself determine every normative question about rationality. A historical event supplies evidence to an argument; it is not a rule that whatever scientists did must have been rational.
Thomas Kuhn's The Structure of Scientific Revolutions by Thomas Kuhn makes this relevance explicit. Its historical approach challenges the picture of development as the straightforward accumulation of facts and theories under an unchanging method. Investigations conducted within a shared framework can concentrate on puzzle-solving rather than on constant attempts to overthrow their foundations. Episodes of larger change can alter the relevant problems and standards. This is evidence that a philosophical account purporting to describe all successful inquiry must accommodate more than an isolated hypothesis confronted by an isolated observation.[ref]
The force of a historical example depends on the claim being tested. If a methodology says that rational scientists must reject a theory at its first anomalous reading, a well-documented case of productive work through anomalies is a serious objection to its descriptive adequacy and possibly its practical advice. It does not refute the validity of a deductive rule. From a failed prediction one still infers that some element of the predictive package is wrong; history helps show why identifying that element is not automatic. The Duhem problem supplies the logical distinction, while historical investigation identifies how calibration, alternative explanations and further experiments were actually handled.
History is also central to the pessimistic induction. If some once-successful theories contained rejected posits, predictive success does not guarantee that every theoretical term refers. The replacement of phlogiston theory by an oxygen theory of combustion is philosophically relevant precisely because it changed explanatory roles and material accounting, rather than simply replacing an unpopular name. A responsible comparison examines what each version predicted, how it was modified and which experimental findings were decisive. It should not attribute one conveniently absurd doctrine to every earlier investigator.[ref][ref]
A realist can respond by distinguishing the parts responsible for success from other commitments or by identifying structure retained across change. This response itself has historical content. It must show the connection between the retained relations and actual achievements, rather than drawing a retrospective line through whatever resembles the present theory. History can constrain both the objection and the defence. It does not uniquely choose between realism, structural realism and empiricism without further epistemic premises.
There are limits to the evidential role. A logical objection to an invalid inference does not require counting how many famous investigators used it. Nor does a prevalence of a practice establish its justification. One must distinguish an account of why a community accepted a view from an argument that the view was supported by the evidence. The context of discovery and the context of justification can be distinguished analytically without assuming that the circumstances of discovery never supply information relevant to justification.
Historical work also requires interpretive care. Sources written for patrons, students or critics can present an ideal of method rather than a complete record of practice. Later terminology can conceal changes in a term's role. Selecting only the eventual winners encourages historical presentism and an exaggerated appearance of inevitability. These are reasons to improve the source-based inquiry, not reasons to ignore it.
The qualified answer is therefore affirmative. History provides counterexamples, identifies live alternatives and tests sweeping pictures of progress, method and theoretical commitment. Philosophy helps formulate what would count as a counterexample and which conclusions the evidence supports. Neither discipline replaces the other. Their interaction is most productive when an explicit general claim is confronted with a carefully reconstructed case, leaving the normative or logical steps visible rather than treating a historical narrative as a self-sufficient verdict.
The replacement is philosophically significant because it challenges the inference from a theory's practical success to the existence of its proposed entities. Phlogiston theory interpreted ordinary combustion and metallic calcination as the loss of phlogiston; the oxygen theory of combustion instead treated these processes as combination with oxygen. This changes the account of what matter is doing, not merely the spelling of an agreed substance. Antoine Lavoisier's systematic treatment links the new chemistry with quantitative mass accounting and a revised chemical nomenclature.[ref]
For scientific realism, the difficulty is that a once-useful theoretical term may fail to refer. If earlier success coexisted with a nonexistent unobservable entity, present success alone cannot guarantee that every central term of our theories refers either. This is the force of the pessimistic induction; it rebuts an unrestricted success-to-truth inference rather than deductively proving every present theory false.[ref]
Several replies reduce, but do not erase, the problem. A scientific realist can distinguish successful empirical regularities from the particular mechanisms used to explain them, retaining only claims independently supported by varied experiments. Structural realism can emphasize preserved quantitative relations; it must identify the actual relations and their physical interpretation rather than declaring any recurring mathematics a vindication. A causal account of reference may preserve a term across some mistaken descriptions, but it cannot automatically identify phlogiston with oxygen: their proposed roles in the reaction differ.
A defensible conclusion is therefore selective and fallible scientific realism. The historical episode motivates stricter criteria for commitment, including independent manipulation, cross-checks and successful novel tests. It does not force the view that all theoretical entities are mere instruments. Conversely, calling the abandoned theory approximately true without specifying which claims survived simply restates the difficulty.
It is plausible that some claims in current science will be revised, and much stronger to say that every successful part of present science is probably false in every relevant respect. The first is compatible with warranted knowledge. The second needs a substantive argument about the particular claims, their evidence and what “false” means for an approximate or idealized model.
Pessimistic induction points to theories once successful and accepted that were later rejected. Larry Laudan uses historical cases to challenge the inference from predictive success to the truth or successful reference of all theoretical commitments.[ref] The lesson is especially strong against an indiscriminate realism that treats every productive representation as a literal inventory of nature.
But a historical list is not automatically a representative statistical sample. One must ask which successes were substantial, which theoretical components generated them, what survived and whether current evidence is comparable. The eventual rejection of an entire ontology does not entail that every measurement, mathematical relation or limited-domain prediction associated with it was worthless. Nor does the chance that at least one claim in a large conjunction is false imply a high error probability for each member separately.
Newtonian mechanics illustrates a useful distinction. It is not a universally exact account across all speeds and gravitational regimes, but controlled low-speed and weak-field approximations can remain extremely accurate. That is an empirical and mathematical claim about a domain, not permission to call any false account approximately true. Approximate truth needs interpretable quantities, a specified regime and some account of relevant error. Structural realism similarly needs preserved physical relations rather than merely a shared abstract notation.
The possibility of error therefore matters. It should discipline extrapolation, encourage independent testing and prevent practical success from being turned into unconditional metaphysical certainty. It does not require abandoning the best-supported models within tested domains. An empiricist can retain justified confidence in empirical adequacy, while a selective scientific realist may defend stronger commitments where evidence and intervention support them. Both positions must distinguish fallible confidence from certainty and carefully bounded reliability from unrestricted literal truth.
There are serious philosophical reasons to resist inferring the literal truth of every successful theoretical description. Those reasons support a selective and revisable attitude; they do not establish that none of the unobservable entities investigated by science exists.
Pessimistic induction starts from successful earlier theories whose central ontological claims were later rejected. Their history challenges an unrestricted inference from predictive success to truth. For example, successful descriptions of light transmission were once combined with an account involving a mechanical luminiferous aether. Continued use of some mathematical relations does not show that the proposed medium was real. The force of the objection depends on which part of a theory produced its successful predictions, not on collecting a list of old mistakes.[ref]
Scientific underdetermination supplies a different challenge. Agreement with available data can leave rival accounts open. If they are empirically equivalent throughout a specified domain, another experiment restricted to that domain cannot discriminate them. This limits what those data establish. It does not show that every actual theoretical disagreement is permanently undecidable, or that equally compatible models must receive equal confidence given all relevant background evidence.
The realist reply emphasizes convergence across independent ways of detecting and manipulating a putative entity. An electron is not supported by one formula alone: accounts of its electric charge, scattering and response to fields connect different apparatuses and phenomena. Such success can be a reason to infer a common physical cause. The no-miracles argument expresses that explanatory motivation, but its force is abductive rather than deductive. It must not assume that only a literally true total theory could produce any success.
Several qualified positions remain defensible. Entity realism places particular weight on robust experimental use of entities without endorsing every theoretical account of them. Structural realism emphasizes specified relations retained across theory change. Neither label removes the need to identify what experimental interventions establish or which interpreted structure survives. Preserving an equation's shape alone is insufficient if the meanings and tested domains have changed.[ref]
Constructive empiricism offers a genuine alternative: accept a theory's empirical adequacy while withholding belief in its full account of unobservables. The realist must explain why stronger belief is warranted, rather than accuse this stance of denying ordinary laboratory success.
A defensible realism therefore concerns particular well-supported claims, mechanisms and relations, with explicit domains and error allowances. It recognizes historical revision without treating every surviving term as equally secure. Neither universal literal realism nor universal scepticism about entities follows from scientific success or its historical failures.
Theory change defeats an inference from scientific success to final, unrestricted truth. It does not show that successive theories make no progress in accuracy, explanation or warranted knowledge. Calling two theories false says too little about how their claims compare.
The strongest pessimistic argument is historical: theories once regarded as successful and well supported have later lost central commitments. If successful predecessors could misidentify what exists, the success of a present theory cannot by itself guarantee its full ontology. Larry Laudan uses the historical record to challenge a simple connection between success, reference and approximate truth.[ref] The challenge is serious for scientific realism, particularly when it treats an entire accepted framework as a single package of warranted beliefs.
But the slogan conflates several claims: that an unrestricted theory contains a false assertion, that every one of its assertions is false, and that its successes were accidental. The first does not entail either of the others. A theory can be wrong outside its proper domain while accurately representing relationships within it. Establishing that domain is itself a scientific achievement.
The velocity-addition formula makes the difference precise. For collinear velocities, special relativity gives
whereas the Galilean transformation yields . Their difference is
For ,
This is a controlled agreement, including the case , where a relative-error formula would be undefined. At , the classical value differs dramatically from . At small velocities the same comparison explains why ordinary classical calculations work so well. The relativistic rule and its low-speed relation to the classical rule appear in Albert Einstein's treatment of velocity composition.[ref]
The example does not prove that special relativity is the final account of nature. It shows that a successor can explain an earlier theory's restricted success and predict when it fails. One obtains a stronger account of the evidence than either blanket rejection of the older theory or unqualified belief in it. The surviving mathematical relation also need not preserve the older interpretation of absolute time.
Structural realism develops this possibility by locating continuity in interpreted relations rather than every proposed entity. John Worrall uses continuity between Augustin Fresnel's optics and later electromagnetism to motivate such a response.[ref] Its attraction is discrimination: some tested structure can survive an ontological change. Its difficulty is specifying which structure deserves belief before the next change, rather than selecting the survivors afterwards. An equation without a physical interpretation and domain is too weak a candidate.
An empiricist can accept the improvement in prediction and systematic representation while withholding belief about unobservables. That shows that progress does not logically require scientific realism. The realist can reply that independent tests, novel successful predictions and quantitatively explained limiting relations support cautious belief beyond the immediately observed. Neither side should treat historical examples as a deductive proof of its complete position.
The original claim is therefore defensible only in a thin sense: successive unrestricted theories may each contain falsehoods. Used to deny progress, it is misleading. Theories can become more accurate, discriminate more possibilities and explain why earlier approximations succeeded. Theory change should make scientific confidence selective and revisable, rather than erase the distinction between a useful approximation and an arbitrary mistake.
Scientific change is a serious threat to indiscriminate scientific realism, but not a deductive refutation of every realist position. A defensible realism must identify which claims deserve belief, at what precision and within which domain, rather than merely promise that mature theories are “approximately true”.
Scientific realism includes the claim that a mind-independent world exists and the stronger epistemic claim that scientific inquiry gives warranted knowledge of at least some unobservable aspects of it. Theory replacement directly challenges the latter inference, not the bare existence of an external world. Disagreement between successive descriptions does not imply that neither describes anything real.
The historical objection is nevertheless substantial. A theory can make successful predictions while its central interpretation is later rejected. The luminiferous aether illustrates the risk of identifying successful wave optics with the literal truth of a particular mechanical medium. If earlier scientists had impressive evidence and still endorsed dispensable theoretical entities, why suppose that comparable evidence now guarantees our own entire interpretation? Laudan presses this challenge against the connection between success, reference and approximate truth.[ref]
One reply distinguishes literal truth from controlled approximation. In special relativity, the kinetic energy of a massive particle is
The Taylor expansion for gives
Thus the classical kinetic energy is recovered in a specified regime, with a leading relative correction of . It would be wrong to conclude that Newtonian mechanics is globally true, or that all its physical concepts survive unchanged. It would be equally wrong to infer that its low-speed predictions were accidental. The survival of a quantitatively controlled relation is a more discriminating claim than survival of every piece of ontology.
John Worrall's structural realism makes preservation of mathematical relations central, using the transition from Augustin Fresnel's optics to electromagnetism as a key example.[ref] This explains why a theory might retain a real achievement while abandoning its proposed mechanism. However, structure cannot mean just any equations with some empirical fit: the realist must identify the relevant physical interpretation, domain and counterfactual content. Otherwise the view risks saying little beyond empirical adequacy.
A related selective response commits to elements that carry a theory's tested successes, while treating speculative additions more cautiously. Its strongest evidence is convergence across independent experiments, robustness under changes in modelling assumptions, and success on predictions not used to tune the theory. For example, support for a stable electron electric charge need not amount to belief in every current claim about the ultimate nature of an electron. But selectivity must be defensible before a later replacement occurs; choosing surviving components only in hindsight cannot vindicate past realist confidence.
The anti-realist can still explain scientific success by demanding empirical fit and retaining successful models, without inferring truth about unobservables. That response blocks any simple argument that realism is logically compulsory. Conversely, pointing to historical failures does not establish that every presently supported claim will fail. Such an inference would need a justified comparison class, a measure of success and an account of how testing has changed.
The appropriate conclusion is discriminating fallibilism. Changes threaten claims of finality and blanket trust in a theory's full ontology. They can also reveal stable, independently tested relations and improve our understanding of their limits. Scientific realism survives as a qualified position only if it makes those distinctions explicit and remains willing to revise the very commitments it currently regards as best supported.