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Observatory

Foundations

The research behind it

A simulation that merely looks impressive teaches very little. Forty years of physics education research has established what actually moves understanding, and this site is an attempt to act on it rather than to hope.

Every entry below states what the work found and the specific thing it changed here. The citations scattered through the lessons link back to this page.

How people learn physics

Interactive-engagement versus traditional methods: A six-thousand-student survey of mechanics test data for introductory physics courses

Hake 1998

Hake, R. R. · American Journal of Physics 66(1), 64–74 · doi:10.1119/1.18809

What it found
Across 62 courses and over 6,000 students, classes using interactive engagement produced about twice the conceptual gain of traditional lecture, measured on the same test: a gap far larger than the difference between individual lecturers.
What it changed here
Lessons here are activities, not readings with a picture. Nothing is asserted that the learner could instead be asked to predict and then check.

Active learning increases student performance in science, engineering, and mathematics

Freeman et al. 2014

Freeman, S., Eddy, S. L., McDonough, M., et al. · PNAS 111(23), 8410–8415 · doi:10.1073/pnas.1319030111

What it found
A meta-analysis of 225 studies found active learning raised exam scores by about half a standard deviation and cut failure rates from 34% to 22%.
What it changed here
Every lesson asks for a committed prediction before the simulation appears. Passive reading is never the primary mode.

Measuring actual learning versus feeling of learning in response to being actively engaged in the classroom

Deslauriers et al. 2019

Deslauriers, L., McCarty, L. S., Miller, K., Callaghan, K., & Kestin, G. · PNAS 116(39), 19251–19257 · doi:10.1073/pnas.1821936116

What it found
Students in active classrooms learned more but *felt* they had learned less than students watching a polished lecture. Fluency is not understanding, and it is systematically mistaken for it.
What it changed here
Checkpoints are designed to produce a wrong answer you notice, not a smooth experience. The friction is the feature.

Probing Understanding

White & Gunstone 1992

White, R. T., & Gunstone, R. F. · Falmer Press, London

What it found
The Predict–Observe–Explain cycle: committing to a prediction before observing makes a conflicting result impossible to ignore, which is what forces a belief to be revised rather than merely supplemented.
What it changed here
The structure of every checkpoint on this site: the question comes before the simulation, and the reasoning stays hidden until you commit to an answer.

Self-explanations: How students study and use examples in learning to solve problems

Chi et al. 1989

Chi, M. T. H., Bassok, M., Lewis, M. W., Reimann, P., & Glaser, R. · Cognitive Science 13(2), 145–182 · doi:10.1207/s15516709cog1302_1

What it found
Students who explained worked examples to themselves learned substantially more than those who read the same examples without explaining: the explaining, not the reading, carried the gain.
What it changed here
The explanations on this site are authored, so this is not the self-explanation effect proper: that requires the learner to do the explaining. It is why every derivation step carries its reason: a reader walking the steps has what they need to explain each move to themselves rather than take the algebra on faith.

Test-enhanced learning: Taking memory tests improves long-term retention

Roediger & Karpicke 2006

Roediger, H. L., & Karpicke, J. D. · Psychological Science 17(3), 249–255 · doi:10.1111/j.1467-9280.2006.01693.x

What it found
Retrieving information from memory strengthens retention far more than re-reading it, and the advantage grows with the delay before the final test.
What it changed here
Checkpoints force retrieval mid-lesson: you have to produce an answer from what you know, not recognise one you have just read.

Using interactive lecture demonstrations to create an active learning environment

Sokoloff & Thornton 1997

Sokoloff, D. R., & Thornton, R. K. · The Physics Teacher 35(6), 340–347 · doi:10.1119/1.2344715

What it found
A demonstration only teaches when students commit a written prediction, discuss it, watch the real event, and compare: a cycle that produced far larger gains on the Force and Motion Conceptual Evaluation than traditional lecture instruction.
What it changed here
The closest validated ancestor of this site's central structure. Each checkpoint's commit-then-watch sequence is the interactive-demonstration cycle with a simulation standing in for the lecture bench.

Peer Instruction: Ten years of experience and results

Crouch & Mazur 2001

Crouch, C. H., & Mazur, E. · American Journal of Physics 69(9), 970–977 · doi:10.1119/1.1374249

What it found
Concept questions that a majority initially get wrong, followed by discussion, produce the largest gains: the productive question is the one that divides the room.
What it changed here
Checkpoint distractors are drawn from documented student reasoning, not invented to be obviously wrong.

Tutorials in Introductory Physics

McDermott & Shaffer 2002

McDermott, L. C., Shaffer, P. S., & the Physics Education Group · Prentice Hall, Upper Saddle River

What it found
A research-validated elicit–confront–resolve sequence: surface the intuitive belief explicitly, put it in direct conflict with evidence, then help rebuild. Skipping the confrontation leaves the original belief intact alongside the new formalism.
What it changed here
The shape of every lesson on this site: hook, prediction, simulation, formalism, application.

Investigative Science Learning Environment: A science process approach to learning physics

Etkina & Van Heuvelen 2007

Etkina, E., & Van Heuvelen, A. · Research-Based Reform of University Physics, AAPT

What it found
Students who repeatedly go through observe → find a pattern → test the explanation build both concepts and scientific reasoning habits, rather than concepts alone.
What it changed here
Simulations are configured for experiments the learner designs, not only for demonstrations they watch.

Cognitive load during problem solving: Effects on learning

Sweller 1988

Sweller, J. · Cognitive Science 12(2), 257–285 · doi:10.1207/s15516709cog1202_4

What it found
Working memory is small. Effort spent holding irrelevant material in mind is effort not spent building understanding.
What it changed here
Controls are revealed in stages, explanations sit next to what they explain, and no simulation shows a number it does not need.

Multimedia Learning (2nd edition)

Mayer 2009

Mayer, R. E. · Cambridge University Press

What it found
Words and pictures together teach better than either alone, but only when they are physically close and temporally synchronised. Separating a label from its diagram measurably hurts learning.
What it changed here
Values are labelled on the simulation itself, not in a legend you have to look away to read.

Helping students develop an understanding of Archimedes' principle. II. Development of research-based instructional materials

Heron et al. 2003

Heron, P. R. L., Loverude, M. E., Shaffer, P. S., & McDermott, L. C. · American Journal of Physics 71(11), 1188–1195 · doi:10.1119/1.1607337

What it found
The companion paper: tutorials built directly on the documented difficulties, having students reason about the displaced fluid and the forces on it rather than be handed B = ρgV, proved effective, and K–8 teachers who worked through the same materials outperformed introductory physics students on some tasks.
What it changed here
The lesson derives Archimedes' principle from the pressure difference across the block's faces rather than asserting it, and the simulation draws the displaced fluid as an actual column of fluid beside the tank, labelled with its volume and its weight.

Addressing students' difficulties with Faraday's law: A guided problem solving approach

Zuza et al. 2014

Zuza, K., Almudí, J.-M., Leniz, A., & Guisasola, J. · Physical Review Special Topics: Physics Education Research 10(1), 010122 · doi:10.1103/PhysRevSTPER.10.010122

What it found
In traditional teaching the fundamental concepts of electromagnetic induction are analysed quickly and most of the time goes on solving problems in a rote manner, and physics education research shows students barely understand those fundamental concepts; an interactive teaching sequence linking experimental findings to their theoretical interpretation improved understanding, though multilevel explanations remained hard.
What it changed here
This lesson spends its length on the concept rather than on worked exercises: one hand-checkable closed form, and otherwise a sequence of committed predictions against a running experiment.

The challenge of changing deeply held student beliefs about the relativity of simultaneity

Scherr et al. 2002

Scherr, R. E., Shaffer, P. S., & Vokos, S. · American Journal of Physics 70(12), 1238–1248 · doi:10.1119/1.1509420

What it found
Tutorials that force the conflict out into the open moved students who had been stuck: on the paired-events question only 20–30% of introductory and about 40% of advanced undergraduates answered correctly without them, and about 85% did afterwards: with the transcripts recording the intense cognitive conflict it took to get there.
What it changed here
Why this site's relativity checkpoints are built to be uncomfortable rather than smooth. If a section felt like being told something you did not want to hear, that is the documented experience of nearly everyone who meets it.

Restructuring the introductory electricity and magnetism course

Chabay & Sherwood 2006

Chabay, R., & Sherwood, B. · American Journal of Physics 74(4), 329–336 · doi:10.1119/1.2165249

What it found
Introductory electricity and magnetism defeats students less because the ideas are hard than because they arrive as a rapid parade of abstract formulas; a course rebuilt round conceptual coherence and a single clear story line, field, then matter, then radiation, teaches the same content better.
What it changed here
The electromagnetism unit is sequenced as one story rather than a tour of equations: field first, then potential introduced as the same information written down a second way, then what a charge does with it.

Documented misconceptions

The initial knowledge state of college physics students

Halloun & Hestenes 1985

Halloun, I. A., & Hestenes, D. · American Journal of Physics 53(11), 1043–1055 · doi:10.1119/1.14030

What it found
Students arrive with a coherent, stable, Aristotelian-flavoured theory of motion. Conventional instruction leaves much of it intact: the formalism is learned alongside the intuition rather than in place of it.
What it changed here
Each lesson names the specific intuition it is built to confront, and constructs a situation where that intuition makes a clearly wrong prediction.

Students' preconceptions in introductory mechanics

Clement 1982

Clement, J. · American Journal of Physics 50(1), 66–71 · doi:10.1119/1.12989

What it found
The belief that motion implies a force in the direction of motion survives a full mechanics course in a large fraction of students, including those who can state Newton's laws correctly.
What it changed here
The Newton's-laws simulation shows a cart coasting on its track after the cord visibly releases, with an empty free-body diagram in the direction of travel: the case the belief cannot survive.

Curvilinear motion in the absence of external forces: Naive beliefs about the motion of objects

McCloskey et al. 1980

McCloskey, M., Caramazza, A., & Green, B. · Science 210(4474), 1139–1141 · doi:10.1126/science.210.4474.1139

What it found
Asked what path a ball takes on leaving a curved tube, about half of college students, including some who had studied physics, drew a curving path, as though the object retained a memory of its circular motion; about a third did the same for a ball swung on a string.
What it changed here
The circular-motion simulation lets you cut the string and draws the predicted curve beside the actual tangent line.

Spontaneous reasoning in elementary dynamics

Viennot 1979

Viennot, L. · European Journal of Science Education 1(2), 205–221 · doi:10.1080/0140528790010209

What it found
Students spontaneously supply a force in the direction of motion and treat it as proportional to the speed: a pattern that appears across countries, languages and curricula.
What it changed here
The Newton's-laws lesson trains the question 'which way is it accelerating?' in place of 'which way is it going?': the habit her force-follows-velocity pattern is built to break.

Investigation of student understanding of the concept of velocity in one dimension

Trowbridge & McDermott 1980

Trowbridge, D. E., & McDermott, L. C. · American Journal of Physics 48(12), 1020–1028 · doi:10.1119/1.12298

What it found
In demonstration interviews, students judged which of two objects was faster by which was ahead, reading velocity off position, with the confusion surfacing exactly when one object passes the other.
What it changed here
Why the 1-D motion simulation names the regime, 'speeding up', 'slowing down', above the track, and why position, velocity and acceleration never share a colour anywhere on this site.

Investigation of student understanding of the concept of acceleration in one dimension

Trowbridge & McDermott 1981

Trowbridge, D. E., & McDermott, L. C. · American Journal of Physics 49(3), 242–253 · doi:10.1119/1.12525

What it found
The companion interviews on acceleration: students routinely read acceleration off the velocity, momentarily at rest means no acceleration, moving faster means accelerating, rather than off its rate of change.
What it changed here
The turning point, where velocity is zero while acceleration is not, is a named confrontation in both the 1-D motion and simple-harmonic-motion lessons.

Student understanding of the work-energy and impulse-momentum theorems

Lawson & McDermott 1987

Lawson, R. A., & McDermott, L. C. · American Journal of Physics 55(9), 811–817 · doi:10.1119/1.14994

What it found
Students who could state both theorems often could not apply them, and frequently treated energy as a substance that gets used up rather than a quantity that is transferred.
What it changed here
The energy simulation accounts for every joule on screen, including the thermal energy friction generates, so nothing ever appears to vanish.

Student understanding of rotational and rolling motion concepts

Rimoldini & Singh 2005

Rimoldini, L. G., & Singh, C. · Physical Review ST Physics Education Research 1, 010102 · doi:10.1103/PhysRevSTPER.1.010102

What it found
Students reliably expect the heavier or larger body to win a rolling race, and struggle to separate angular from linear quantities.
What it changed here
The rolling race gives you mass and radius sliders that visibly change nothing about the outcome.

Student understanding of static equilibrium: Predicting and accounting for balancing

Ortiz et al. 2005

Ortiz, L. G., Heron, P. R. L., & Shaffer, P. S. · American Journal of Physics 73(6), 545–553 · doi:10.1119/1.1862640

What it found
Asked whether a rigid body on a frictionless pivot will balance, students tended to compare the forces on each side rather than the torques, and the tendency persists after instruction, even in students who can compute torques on demand.
What it changed here
The rolling lesson puts its weight on torque where force-comparison goes nowhere: which racer needs more friction is settled by the torque each shape demands, not by anything about the forces' sizes.

Children's ideas about action at a distance

Bar et al. 1997

Bar, V., Zinn, B., & Rubin, E. · International Journal of Science Education 19(10), 1137–1157 · doi:10.1080/0950069970191003

What it found
Gravity is widely believed to require air, or to stop somewhere above the atmosphere: ideas that persist into adulthood and into introductory courses.
What it changed here
The orbit simulation draws the gravitational force vector at every point of the orbit, including the far side, where it never disappears.

Learning about gravity I: Free fall

Kavanagh & Sneider 2007

Kavanagh, C., & Sneider, C. · Astronomy Education Review 5(2), 21–52 · doi:10.3847/AER2006018

What it found
A review of decades of research on how ideas about gravity and falling develop, and how resistant the intermediate stages are to instruction.
What it changed here
Gravity is introduced as a force that never switches off, well before orbits appear.

Making sense of how students make sense of mechanical waves

Wittmann et al. 1999

Wittmann, M. C., Steinberg, R. N., & Redish, E. F. · The Physics Teacher 37, 15–21 · doi:10.1119/1.880142

What it found
Students reason about a wave pulse as if it were an object, giving it the properties of a thrown ball, expecting the medium to travel with the disturbance.
What it changed here
The waves unit teaches a pulse as a disturbance rather than an object because of this paper: every element of the string is drawn at a fixed position, one of them marked, with its transverse velocity as the only velocity vector on screen, so the thing that arrives at the far end demonstrably never left the near one.

Charged poles?

Maloney 1985

Maloney, D. P. · Physics Education 20(6), 310–316 · doi:10.1088/0031-9120/20/6/009

What it found
Given problems about electric charges moving between the pole faces of permanent magnets, students most often reasoned as though a north pole were itself positively charged and acted directly on nearby charges the way one electric charge acts on another; the next most common strategy had charges of either sign attracted to whichever pole was the stronger.
What it changed here
Grounds the 'charged pole' distractor in the force-direction checkpoint, and the decision to make a charge at rest in the field do absolutely nothing: a configuration the speed slider can reach, because a magnetic force that needs motion is exactly what this reasoning denies.

A study of tertiary physics students' conceptualizations of sound

Linder & Erickson 1989

Linder, C. J., & Erickson, G. L. · International Journal of Science Education 11(5), 491–501 · doi:10.1080/0950069890110502

What it found
Phenomenographic clinical interviews with ten physics graduates entering a teacher-education programme, using everyday and school demonstrations of sound. Their conceptualizations included sound as a travelling entity rather than a disturbance of a medium: the earliest documentation of a conception that has since turned up in every study of how people think about sound.
What it changed here
Why this lesson treats "sound is a thing that moves through the air" as a serious answer worth a full rebuttal rather than a beginner's slip: it survives a physics degree. The checkpoint's feedback says so explicitly.

Spontaneous reasoning on the propagation of visible mechanical signals

Maurines 1992

Maurines, L. · International Journal of Science Education 14(3), 279–293 · doi:10.1080/0950069920140305

What it found
Asked what governs how fast a signal runs along a rope or a spring, students explained the speed by the shape of the signal and the manner of its creation, how hard and how fast the flick was, rather than by the properties of the medium.
What it changed here
The wave-pulse simulation prints v = √(T/μ) on the canvas beside the statement that amplitude and pulse width do not appear in it, and the 'reaches the far end at' readout refuses to move when either of those two sliders does.

Confusion by representation: On student's comprehension of the electric field concept

Törnkvist et al. 1993

Törnkvist, S., Pettersson, K.-A., & Tranströmer, G. · American Journal of Physics 61(4), 335–338 · doi:10.1119/1.17265

What it found
Shown canonical electric-field-line diagrams and asked to give the force on, and the trajectory of, a test charge, students did not hold apart the field line, the force vector, the velocity vector and the trajectory: the single drawn line was read as all four at once.
What it changed here
The electric-field simulation traces the field line through the launch point and integrates the charge's real motion at the same time, and reports the distance between the two curves as a live readout and a graph. Released from rest it is zero; launched across the field it grows by metres.

Development of a computer-based tutorial on the photoelectric effect

Steinberg et al. 1996

Steinberg, R. N., Oberem, G. E., & McDermott, L. C. · American Journal of Physics 64(11), 1370–1379 · doi:10.1119/1.18360

What it found
Many students in a sophomore-level modern physics course could not interpret the photoelectric experiment in terms of a photon model of light, even after instruction. The conceptual and reasoning difficulties identified guided an interactive computer-based tutorial whose central instructional strategy was drawing and interpreting graphs of current against voltage for the circuit.
What it changed here
The simulation's automatic scan builds exactly that family of current-versus-voltage curves, one per wavelength, live beside the tube, and the lesson opens on the intensity-versus-energy confusion this study surfaced, before any formalism appears.

Development and assessment of a research-based tutorial on light and shadow

Wosilait et al. 1998

Wosilait, K., Heron, P. R. L., Shaffer, P. S., & McDermott, L. C. · American Journal of Physics 66(10), 906–913 · doi:10.1119/1.18988

What it found
Students who could state that light travels in straight lines frequently could not apply a ray model to predict what appears on a screen; a tutorial built directly on those documented difficulties produced substantially better performance than the standard instruction it replaced.
What it changed here
Grounds the decision to make this simulation a working ray diagram rather than a photograph of a beam: the incident, reflected and refracted rays are drawn as rays, at their true angles, with the geometry that produces them exposed.

An investigation of student understanding of single-slit diffraction and double-slit interference

Ambrose et al. 1999

Ambrose, B. S., Shaffer, P. S., Steinberg, R. N., & McDermott, L. C. · American Journal of Physics 67(2), 146–155 · doi:10.1119/1.19210

What it found
University students who had studied physical optics at introductory level and beyond often could not account for the pattern light makes on a screen after a single or double slit; many did not know whether to apply geometrical or physical optics to a given situation and inappropriately combined elements of both, and some difficulties were serious enough to preclude even a qualitative wave model for light.
What it changed here
The diffraction simulation puts a sin θ = mλ and d sin θ = mλ in the same coordinates with the same marked rays, so the two conditions can be compared instead of merged, and the canvas names which one is being marked and whether it locates dark bands or bright ones.

Addressing student difficulties in applying a wave model to the interference and diffraction of light

Wosilait et al. 1999

Wosilait, K., Heron, P. R. L., Shaffer, P. S., & McDermott, L. C. · American Journal of Physics 67(S1), S5–S15 · doi:10.1119/1.19083

What it found
Evidence that university students frequently lack a functional understanding of the wave model for light, together with the design of research-based tutorials intended to build that model rather than supply more formulas.
What it changed here
The lesson derives the single-slit minimum condition by pairing sources across the aperture instead of quoting it, and the simulation draws light spreading from the slit in every direction, so the pattern is read off the wavefront rather than off the incident ray.

Learners' knowledge in optics: interpretation, structure and analysis

Galili & Hazan 2000

Galili, I., & Hazan, A. · International Journal of Science Education 22(1), 57–88 · doi:10.1080/095006900290000

What it found
High-school students and preservice teachers were probed on light and vision before and after conventional instruction; their knowledge afterwards was best described as a hierarchy of alternative facets and schemes rather than a single coherent model, with the pre-instruction ideas largely surviving.
What it changed here
The lesson names each intuition out loud (angles from the surface, light being 'blocked', frequency changing, total internal reflection into the denser medium) instead of presenting the correct physics and hoping it displaces them.

Student understanding of the first law of thermodynamics: Relating work to the adiabatic compression of an ideal gas

Loverude et al. 2002

Loverude, M. E., Kautz, C. H., & Heron, P. R. L. · American Journal of Physics 70(2), 137–148 · doi:10.1119/1.1417532

What it found
Asked what happens when masses are added to a piston sealing an insulated cylinder, few students recognised that the first law was relevant at all, and fewer still could use work to account for the temperature change; most reasoned instead from a misinterpretation of the ideal gas law, and many did not distinguish heat, temperature, work and internal energy.
What it changed here
The adiabatic-compression mode runs exactly that experiment: no reservoir is drawn, the heat readout sits at 0.00 J for the whole process, and the gas still climbs from 300 K to 624 K with the work readout accounting for every joule.

The object coordination class applied to wave pulses: Analysing student reasoning in wave physics

Wittmann 2002

Wittmann, M. C. · International Journal of Science Education 24(1), 97–118 · doi:10.1080/09500690110066944

What it found
Interview and written-response analysis showing students use both event-like and object-like descriptions of wave pulses but reason predominantly from object properties: treating a pulse as a thing with a size and a weight rather than as a disturbance passing through a medium.
What it changed here
Every string element in the wave-pulse simulation is drawn at a fixed x, one of them marked on a dashed vertical rail with its transverse velocity as the only velocity vector on screen: the thing that arrives at the far end demonstrably never left the near one.

Helping students develop an understanding of Archimedes' principle. I. Research on student understanding

Loverude et al. 2003

Loverude, M. E., Kautz, C. H., & Heron, P. R. L. · American Journal of Physics 71(11), 1178–1187 · doi:10.1119/1.1607335

What it found
After standard instruction in hydrostatics, many science and engineering majors still could not predict or explain whether a simple object would sink or float. Some of the difficulties were specific to the buoyant force; many others traced back to ideas, mass, volume, density, the forces a fluid exerts, that instruction assumes are already secure before hydrostatics begins.
What it changed here
The buoyancy simulation puts mass and size on sliders that visibly move the block's weight and visibly do not move the submerged fraction, and prints the density ratio beside that fraction so the two can be read as one number.

Investigation of students' reasoning regarding heat, work, and the first law of thermodynamics in an introductory calculus-based general physics course

Meltzer 2004

Meltzer, D. E. · American Journal of Physics 72(11), 1432–1446 · doi:10.1119/1.1789161

What it found
Across written responses from 653 students and interviews with 32 more, students correctly learned that internal energy is a state function and then improperly over-generalised the idea to work and heat: most of those interviewed held that the net work done or net heat absorbed in a cyclic process must be zero, and no more than about 20 % applied the first law effectively even after instruction.
What it changed here
The thermodynamics simulation reports ΔU around a cycle as exactly zero beside a net work and a net heat that are emphatically not, and shows Q, W and ΔU as three separately computed quantities whose books visibly close at every step, so heat can never be read as something the gas stores.

Student understanding of symmetry and Gauss's law of electricity

Singh 2006

Singh, C. · American Journal of Physics 74(10), 923–936 · doi:10.1119/1.2238883

What it found
Across 541 introductory students plus advanced undergraduates and teaching assistants, students conflate electric flux with electric field: reading a vanishing net flux as a vanishing field, with 55% claiming the field inside a uniformly charged hollow cube is zero everywhere. Asked to compare two Gaussian surfaces around one charge, they choose the larger for its area or the smaller for its stronger field rather than seeing the two cancel; and they treat the symmetry needed to extract E as though it were a condition on the law itself, applying it to finite cylinders and cubes where no such symmetry exists.
What it changed here
The whole design of the flux simulation. The flux and the strongest field on the same surface are separate readouts and separate graphs; the size slider moves the perimeter and area readouts while the flux readout does not budge; and a blob surface with no symmetry whatsoever still lands the integral on q_enc/ε₀.

The Gauss and Ampere laws: different laws but similar difficulties for student learning

Guisasola et al. 2008

Guisasola, J., Almudí, J. M., Salinas, J., Zuza, K., & Ceberio, M. · European Journal of Physics 29(5), 1005–1016 · doi:10.1088/0143-0807/29/5/013

What it found
University students' trouble with Gauss's and Ampère's laws springs less from isolated misconceptions than from 'common-sense' reasoning applied to a formula. In the authors' words, students "establish a causal link between the charge … enclosed by any closed surface/path and the field at the points on that surface/path. They wrongly infer that the only sources of the field are those enclosed by the Gaussian surface or Amperian path", and from that, that a zero flux means the field on the surface is zero.
What it changed here
The simulation reports the strongest field on the surface beside the flux, so an outside charge visibly rewrites the field at every point of the boundary, the far side included, while leaving the total untouched. The lesson names both halves of the confusion rather than only the more familiar one.

Some student conceptions of electromagnetic induction

Thong & Gunstone 2008

Thong, W. M., & Gunstone, R. · Research in Science Education 38(1), 31–44 · doi:10.1007/s11165-007-9038-9

What it found
Fifteen in-depth interviews with second-year physics students surfaced three previously unreported conceptions, among them that the induced current 'varies proportionately with current in solenoid' and that there must be 'contact' between magnetic flux and the external coil for any EMF to be induced.
What it changed here
Both of those beliefs are what this simulation is built to break: a stationary magnet with substantial flux threading the coil and exactly zero current, and a parked-at-maximum-flux configuration that reads 0.000 mV while the flux readout is at its peak.

Student ideas regarding entropy and the second law of thermodynamics in an introductory physics course

Christensen et al. 2009

Christensen, W. M., Meltzer, D. E., & Ogilvie, C. A. · American Journal of Physics 77(10), 907–917 · doi:10.1119/1.3167357

What it found
Across four offerings of the same introductory calculus-based course, no more than 6 % of students gave completely correct answers about entropy changes of a system and its surroundings before instruction, and nearly two-thirds showed clear conservation-type reasoning about entropy: outcomes that changed little after ordinary instruction.
What it changed here
Cited only where the thermodynamics lesson hands off to entropy: it names, before the next lesson starts, the specific expectation the reader is most likely to arrive with: that entropy is a conserved quantity like energy.

Identifying students' mental models of sound propagation: The role of conceptual blending in understanding conceptual change

Hrepić et al. 2010

Hrepić, Z., Zollman, D. A., & Rebello, N. S. · Physical Review Special Topics: Physics Education Research 6, 020114 · doi:10.1103/PhysRevSTPER.6.020114

What it found
Alongside the scientific wave model, introductory students hold an 'Entity' model in which sound is a self-standing thing distinct from the medium it travels through, plus hybrid models blending the two, which survive instruction.
What it changed here
The Doppler simulation draws every crest as a circle that stays centred on the spot where it was made while the source drives on and leaves it behind, so the disturbance and its maker are visibly separate objects rather than one thing being carried along.

Thai high-school students' misconceptions about and models of light refraction through a planar surface

Kaewkhong et al. 2010

Kaewkhong, K., Mazzolini, A., Emarat, N., & Arayathanitkul, K. · Physics Education 45(1), 97–107 · doi:10.1088/0031-9120/45/1/012

What it found
Two diagnostic questions given to 220 year-11 students after instruction found persistent errors about the direction light propagates and how it refracts at an interface; only 22% could use a ray diagram qualitatively to locate an image, and just one student of the 220 identified the image position with sound reasoning.
What it changed here
The refraction simulation draws the normal as a dashed, labelled line with a right-angle mark, and strikes every angle arc from it: the convention students most often get wrong is made a visible part of the apparatus rather than a sentence in the caption.

Identifying and addressing student difficulties with hydrostatic pressure

Loverude et al. 2010

Loverude, M. E., Heron, P. R. L., & Kautz, C. H. · American Journal of Physics 78(1), 75–85 · doi:10.1119/1.3192767

What it found
Written questions and interviews found that many undergraduates never build a correct account of pressure in a static liquid: in particular they struggle to identify the forces acting on the liquid and to relate those forces to pressure.
What it changed here
Pressure is drawn as arrows perpendicular to every face of the block, in equal-and-opposite side pairs, with the tank wall carrying a labelled pressure-versus-depth gradient, so pressure is a set of forces on surfaces before it is ever a number.

Geometrical reasoning in wave situations: The case of light diffraction and coherent illumination optical imaging

Maurines 2010

Maurines, L. · International Journal of Science Education 32(14), 1895–1926 · doi:10.1080/09500690903271389

What it found
Two hundred French students aged 19–23, questioned after lessons on wave optics, repeatedly reverted to geometrical reasoning: they followed the rays of the incident light at a macroscopic level instead of reasoning at the level of elementary waves with the phase concept and the Huygens–Fresnel principle.
What it changed here
The aperture scene draws a fan of light leaving the slit in every direction rather than rays that stop at the aperture and resume as a pattern, and the lesson opens by naming the ray-and-shadow prediction before dismantling it.

Student understanding of the direction of the magnetic force on a charged particle

Scaife & Heckler 2010

Scaife, T. M., & Heckler, A. F. · American Journal of Physics 78(8), 869–876 · doi:10.1119/1.3386587

What it found
Across a series of written and interview studies, students began at the same low level of performance whether the field was presented as magnetic poles or as field lines, but after instruction answered correctly more often in the field-line representation: in part because more students believed charges are attracted to magnetic poles than believed charges are pushed along field lines.
What it changed here
The field is drawn as a lattice of ⊙/⊗ glyphs and never as a bar magnet, and the 'the charge is pulled towards the nearer pole' answer is offered explicitly in a checkpoint so that it can be named and confronted rather than left unspoken.

Interference between electric and magnetic concepts in introductory physics

Scaife & Heckler 2011

Scaife, T. M., & Heckler, A. F. · Physical Review Special Topics: Physics Education Research 7, 010104 · doi:10.1103/PhysRevSTPER.7.010104

What it found
Simple force-direction questions put to a university course at several points in the term found that, before magnetic-force instruction, most students answered that the magnetic force on a moving charge points along the magnetic field, and that after that instruction surprising numbers began answering that the electric force is perpendicular to the electric field. The two ideas interfere in both directions, and which way depends on which was taught most recently.
What it changed here
The Lorentz-force simulation draws v and F on the charge with the right angle marked between them at every instant, and its velocity-selector mode puts the electric and magnetic forces in one picture doing visibly different jobs: one along the field and changing the energy, one across the motion and changing nothing.

Consistency of students' conceptions of wave propagation: Findings from a conceptual survey in mechanical waves

Tongchai et al. 2011

Tongchai, A., Sharma, M. D., Johnston, I. D., Arayathanitkul, K., & Soankwan, C. · Physical Review Special Topics: Physics Education Research 7, 020101 · doi:10.1103/PhysRevSTPER.7.020101

What it found
Across 902 students in seven groups, from high school to second-year university, wrong answers about wave propagation were not careless slips: students applied a small number of identifiable alternative conceptual models with high consistency from question to question.
What it changed here
Why this simulation confronts 'a standing wave is a wave that has stopped' by drawing the two travelling components with markers riding their crests, rather than by asserting the correction in prose.

Student understanding of wave behavior at a boundary: The relationships among wavelength, propagation speed, and frequency

Kryjevskaia et al. 2012

Kryjevskaia, M., Stetzer, M. R., & Heron, P. R. L. · American Journal of Physics 80(4), 339–347 · doi:10.1119/1.3688220

What it found
Studying periodic waves crossing a boundary between two media, the authors found many students treat v = fλ as a mathematical identity to be rearranged and do not recognise how wavelength, frequency and propagation speed can be manipulated independently in an experiment.
What it changed here
The simulation gives a separate control to each: the medium sets v (tension and linear density, or air temperature), the geometry sets λ (length and harmonic), and f is what falls out, so the amplitude slider visibly moves the string without moving the frequency readout.

Identifying student difficulties with entropy, heat engines, and the Carnot cycle

Smith et al. 2015

Smith, T. I., Christensen, W. M., Mountcastle, D. B., & Thompson, J. R. · Physical Review Special Topics: Physics Education Research 11(2), 020116 · doi:10.1103/PhysRevSTPER.11.020116

What it found
In upper-division thermal physics courses, surveys, homework and videotaped tutorial observations showed students struggling to connect the Carnot cycle to the second law: with particular difficulty reasoning about situations that are physically impossible, and with failures to distinguish a differential change in a state property from its net change around a cycle.
What it changed here
The efficiency readout sits beside 1 − T_c/T_h at every reachable setting, and a checkpoint asks the reader to spend as long as they like trying to beat it. The Carnot mode touches the bound exactly and never passes it, which is the point the study says students do not reach on their own.

Analyzing high school students' reasoning about electromagnetic induction

Jelicic et al. 2017

Jelicic, K., Planinic, M., & Planinsic, G. · Physical Review Physics Education Research 13(1), 010112 · doi:10.1103/PhysRevPhysEducRes.13.010112

What it found
Nine high-school students were interviewed while observing, describing and explaining six electromagnetism demonstrations, three of them on induction; the analysis found many conceptual and reasoning difficulties, especially with recognising and explaining induction, and identified three student mental models that recurred across the interviews.
What it changed here
The lesson leads with a demonstration-shaped question answered before any simulation is shown, because these are the conditions under which the difficulties were documented: a student watching a real magnet and a real coil and trying to say what will happen.

Students' conceptual difficulties in hydrodynamics

Suarez et al. 2017

Suarez, A., Kahan, S., Zavala, G., & Martí, A. C. · Physical Review Physics Education Research 13(2), 020132 · doi:10.1103/PhysRevPhysEducRes.13.020132

What it found
Hundreds of written exams and follow-up oral interviews with first-year engineering and science students, on the hydrodynamics of ideal fluids. The most important difficulties arise from an inability to link the kinematics of a moving fluid to its dynamics, and from not seeing how different regions of one system interact; among the patterns documented is treating the pressure in a MOVING liquid as though it were simply the hydrostatic value, with the flow playing no part.
What it changed here
Five manometers are tapped into the same pipe, fed by the same pump, and stand at different heights: the picture that a single "pump pressure" cannot explain. The Bernoulli sum is printed for both sections at once so the kinematic term and the dynamic term are visibly the two halves of one equation.

Analyzing high school students' reasoning about polarization of light

Matejak Cvenic et al. 2021

Matejak Cvenic, K., Ivanjek, L., Planinic, M., Jelicic, K., Susac, A., & Hopf, M. · Physical Review Physics Education Research 17(1), 010136 · doi:10.1103/PhysRevPhysEducRes.17.010136

What it found
Twenty-seven Croatian students aged 18–19, interviewed after regular instruction on polarization of light, showed conceptual difficulties that survived teaching; they often based their explanations on remembered but misinterpreted common schematic representations of polarization rather than on any model of light.
What it changed here
The polariser scene draws the polarisation state of every beam segment explicitly (every-which-way before the first polariser, aligned to each transmission axis after it), so the picket-fence cartoon is replaced by a picture in which the middle polariser visibly re-orients the light instead of removing more of it.

Student reasoning in hydrodynamics: Bernoulli's principle versus the continuity equation

Schäfle & Kautz 2021

Schäfle, C., & Kautz, C. · Physical Review Physics Education Research 17(1), 010147 · doi:10.1103/PhysRevPhysEducRes.17.010147

What it found
About 250 undergraduate engineering students were tested on steady pipe flow of an incompressible fluid. When a question involved gravity, dissipative effects or a visible pressure drop, a considerable number never invoked the continuity equation at all, the step needed to reach the right answer, and answered instead from assumptions about local pressure: formally ("lower pressure means higher velocity"), intuitively ("higher pressure leads to higher velocity"), or by analogy with a single thrown particle ("flow velocity decreases when flowing upwards or friction is present").
What it changed here
The fluid-flow simulation makes the continuity step impossible to skip: tracer rows released at a fixed interval have a spacing that IS the local speed, so the speed-up in the throat is watched rather than derived. The lesson then names all three of the paper's reasoning patterns as checkpoint distractors, including the uphill one, tested with a uniform pipe where continuity forbids any speed change at all.

Children's conceptions of heat and temperature

Erickson 1979

Erickson, G. L. · Science Education 63(2), 221–230 · doi:10.1002/sce.3730630210

What it found
One of the earliest systematic accounts of how children explain heating and cooling: heat is understood as a substance-like, caloric thing that objects contain and that moves into and out of them, a framework that survives well past the age at which it is first taught otherwise.
What it changed here
The thermal simulation shows exactly one flow, proportional to the temperature difference, with one direction: nothing is ever drawn moving from the cold body to the hot one, because there is no substance there to move.

Potential difference and current in simple electric circuits: A study of students' concepts

Cohen et al. 1983

Cohen, R., Eylon, B., & Ganiel, U. · American Journal of Physics 51(5), 407–412 · doi:10.1119/1.13226

What it found
Given a questionnaire on simple circuits, 145 high-school students, and their 21 physics teachers, reached for current as the primary concept and treated potential difference as a consequence of current rather than its cause, with the battery imagined as a source of constant current.
What it changed here
The circuits lesson puts the battery's fixed EMF first and lets the current fall out of it: the same battery with a different resistor gives a different current, and the meters on screen show it happening.

When heat and temperature were one

Wiser & Carey 1983

Wiser, M., & Carey, S. · In D. Gentner & A. L. Stevens (Eds.), Mental Models. Lawrence Erlbaum Associates, Hillsdale NJ

What it found
A historical case study of the seventeenth-century Florentine Experimenters, whose theory of heat had no separation between how hot a thing is and how much heat is in it: the same undifferentiated concept students bring to the topic today, and one that took the science itself about a century to pull apart.
What it changed here
The thermal lesson treats the heat/temperature split as the hard part rather than a definition to be got past, and gives the two quantities separate, unmistakable representations on screen.

A study of children's understanding of electricity in simple DC circuits

Shipstone 1984

Shipstone, D. M. · European Journal of Science Education 6(2), 185–198 · doi:10.1080/0140528840060208

What it found
An early survey of how school students picture current in a simple circuit, which established the models the field has argued about ever since, including the one in which current is gradually used up as it goes round, so that a lamp nearer the battery must get more of it.
What it changed here
The circuits simulation puts a counting gate before and after each resistor. They read the same number, whatever the resistors do, because nothing is consumed on the way round.

Student difficulties in understanding image formation by a plane mirror

Goldberg & McDermott 1986

Goldberg, F. M., & McDermott, L. C. · The Physics Teacher 24(8), 472–481 · doi:10.1119/1.2342096

What it found
Individual demonstration interviews with a real plane mirror: students who could state the law of reflection could not use it to say what an observer standing in a particular place would actually see, and did not connect the lines of a ray diagram to the light that has to arrive at an eye.
What it changed here
The optics simulation draws and labels the backward extensions behind the mirror as dashed lines, so the two kinds of line on the canvas never blur together: one carries light, and one is a construction.

An investigation of student understanding of the real image formed by a converging lens or concave mirror

Goldberg & McDermott 1987

Goldberg, F. M., & McDermott, L. C. · American Journal of Physics 55(2), 108–119 · doi:10.1119/1.15254

What it found
In interviews built round a lit bulb, a converging lens and a screen, only about a third of students recognised that even a small part of a lens still forms the whole image; the most popular answer to covering half the lens was "half a lens, half an image", and having just completed the optics course made no difference to the result.
What it changed here
The lens simulation has an aperture slider. Cover ninety per cent of the lens and the image stays where it was, the same size and the same way up, only the light-collected readout falls.

Research as a guide for curriculum development: An example from introductory electricity. Part I: Investigation of student understanding

McDermott & Shaffer 1992

McDermott, L. C., & Shaffer, P. S. · American Journal of Physics 60(11), 994–1003 · doi:10.1119/1.17003

What it found
The investigation of university students' understanding of simple circuits that the Tutorials curriculum was built on: students could not apply a model of a complete circuit, reasoned locally, attending to one point and ignoring the rest, and sequentially, following the circuit element by element in the order it happened to be drawn.
What it changed here
The circuits simulation puts three gates on one loop and has them count the same charge, so there is nothing sequential to see, and the lesson trains the loop rule as the first move: write the rule for the whole circuit, then solve.

School students' understanding of key ideas about radioactivity and ionizing radiation

Millar 1994

Millar, R. · Public Understanding of Science 3(1), 53–70 · doi:10.1088/0963-6625/3/1/004

What it found
A diagnostic test given to 144 sixteen-year-olds found many holding a conception of how radiation is absorbed that differs significantly from the accepted account, along with a widespread conflation of radioactive material with the radiation it emits.
What it changed here
Nothing in the simulation lets a decay spread: every square changes when its own nucleus decays and at no other time, and the misconception callout names the material-versus-radiation confusion directly.

Investigating a grade 11 student's evolving conceptions of heat and temperature

Harrison et al. 1999

Harrison, A. G., Grayson, D. J., & Treagust, D. F. · Journal of Research in Science Teaching 36(1), 55–87 · doi:10.1002/(SICI)1098-2736(199901)36:1<55::AID-TEA5>3.0.CO;2-P

What it found
Students arrive with heat and temperature poorly differentiated, routinely using "heat" for the internal energy a body contains; this study follows one grade-11 student through a unit designed to separate them, and shows how much deliberate substitution of one concept for the other the separation takes.
What it changed here
The thermal lesson separates the two before anything else happens, and gives each its own thing on screen: temperature is the block's colour and its marker on the strip, energy transferred is the flow between them.

Student Understanding of Ionizing Radiation and Radioactivity

Prather & Harrington 2001

Prather, E. E., & Harrington, R. R. · Journal of College Science Teaching 31(2), 89–93 · link

What it found
Interviews with college students identified specific difficulties with ionizing radiation and radioactivity, and mapped the ideas students bring to the topic before any instruction on it.
What it changed here
The lesson keeps the nucleus and what it emits apart at every turn: a decay in the grid never spreads to a neighbour, and the prose says plainly that the decayed nucleus becomes a different element rather than vanishing.

Student understanding of time in special relativity: Simultaneity and reference frames

Scherr et al. 2001

Scherr, R. E., Shaffer, P. S., & Vokos, S. · American Journal of Physics 69(S1), S24–S35 · doi:10.1119/1.1371254

What it found
Across about 800 students in some 30 course sections, students at every level took the time of an event to be the moment a light signal from it reached an observer, which turns the relativity of simultaneity into a story about signal delays, and lets absolute and relative simultaneity sit side by side in the same head without conflict.
What it changed here
Neither panel of the relativity simulation is anybody's view. Each is a whole frame's worth of synchronised clocks drawn at one instant of that frame's time, so there is no signal-travel story available to explain the disagreement away.

Student understanding of quantum mechanics

Singh 2001

Singh, C. · American Journal of Physics 69(8), 885-895 · doi:10.1119/1.1365404

What it found
A test given to 89 students at six universities, with follow-up interviews, at the end of a full year of upper-level quantum mechanics. Stationary states, eigenstates and the time dependence of expectation values were the hardest ideas, the difficulties were common across institutions and teaching approaches, and they traced to an inability to discriminate between related concepts and a tendency to over-generalise.
What it changed here
The particle-in-a-box simulation draws psi and |psi|^2 as separate, separately labelled curves so the two cannot be conflated, and puts a stationary state beside a two-level superposition: the second oscillates at 2*pi*hbar/(E2-E1), the first does not move at all, and both graphs say so.

Understanding of Elementary Concepts in Heat and Temperature among College Students and K-12 Teachers

Jasien & Oberem 2002

Jasien, P. G., & Oberem, G. E. · Journal of Chemical Education 79(7), 889 · doi:10.1021/ed079p889

What it found
A survey spanning non-majors, lower- and upper-division science majors, and both prospective and practising K-12 teachers found the same misconceptions about thermal equilibrium, specific heat, heat capacity and heat transfer at every level, traceable in part to everyday uses of the words 'heat' and 'temperature'.
What it changed here
Temperature is never shown as a stored quantity. The readout is recomputed from the live velocity arrays every frame, so a reader can see that the only thing a thermometer could be counting here is ⟨v²⟩.

Student understanding of the ideal gas law, Part II: A microscopic perspective

Kautz et al. 2005

Kautz, C. H., Heron, P. R. L., Shaffer, P. S., & McDermott, L. C. · American Journal of Physics 73(11), 1064–1071 · doi:10.1119/1.2060715

What it found
Many undergraduate science and engineering majors hold seriously flawed microscopic models for the pressure and temperature of an ideal gas; the paper identifies common mistaken ideas about the microscopic processes and shows research-based instruction improving understanding of the gas law, especially its substance independence.
What it changed here
The kinetic-theory simulation measures pressure from wall impulse and temperature from ⟨v²⟩ rather than printing either formula, and the lesson runs the same gas at the same temperature with molecular masses from 4 u to 131 u so that substance independence is watched rather than asserted.

Students' Beliefs About the Role of Atoms in Radioactive Decay and Half-life

Prather 2005

Prather, E. E. · Journal of Geoscience Education 53(4), 345–354 · doi:10.5408/1089-9995-53.4.345

What it found
An investigation of what introductory students believe individual atoms are doing during radioactive decay and across a half-life. Their accounts rested on inaccurate mental models of atomic behaviour: the same models behind the widely reported failure to distinguish irradiation from contamination.
What it changed here
The simulation is a grid of individual nuclei rather than a curve: each square is one atom, it changes colour and element at the moment that atom decays, and it stays in the sample afterwards.

Why we should teach the Bohr model and how to teach it effectively

McKagan et al. 2008

McKagan, S. B., Perkins, K. K., & Wieman, C. E. · Physical Review Special Topics - Physics Education Research 4(1), 010103 · doi:10.1103/PhysRevSTPER.4.010103

What it found
Examining student descriptions of atoms on final exams across several versions of a transformed modern-physics curriculum, the authors found that where the curriculum does not explicitly connect the different models of the atom, many students keep a Bohr-like planetary picture instead of the Schrodinger one.
What it changed here
Nothing in this simulation draws an orbit: the atom is its ladder of allowed energies, because a spectrum is evidence about energies and nothing else. The lesson closes by saying in as many words what the ladder does and does not claim, and hands off explicitly to the wave picture rather than leaving the planetary image standing.

University student and K-12 teacher reasoning about the basic tenets of kinetic-molecular theory, Part I: Volume of an ideal gas

Robertson & Shaffer 2013

Robertson, A. D., & Shaffer, P. S. · American Journal of Physics 81(4), 303–312 · doi:10.1119/1.4775153

What it found
University students and K-12 teachers often treat the volume of a gas as something different from the volume of its enclosing container, and frequently justify incorrect answers with faulty statements about how the particles move.
What it changed here
The piston is drawn as one of the four walls, the area readout is the area those walls enclose, and a dimension line under the box measures that same region, so the gas's volume and the container's volume are never two different things on screen.

Student reasoning about electrostatic and gravitational potential energy: An exploratory study with interdisciplinary consequences

Lindsey 2014

Lindsey, B. A. · Physical Review Special Topics: Physics Education Research 10(1), 013101 · doi:10.1103/PhysRevSTPER.10.013101

What it found
The same incorrect reasoning patterns turned up in students' written answers and interviews about electrostatic potential energy after instruction as in their answers about gravitational potential energy in mechanics: evidence that the energy idea was never built robustly enough the first time to survive being carried into a new context.
What it changed here
Electric potential energy is introduced here as the same bookkeeping the mechanics unit already did, not as a new quantity: U = qV, and K + U constant, applied to a charge on a rail the way it was applied to a cart on a track.

Research as a guide for curriculum development: An example from introductory spectroscopy. I. Identifying student difficulties with atomic emission spectra

Ivanjek et al. 2015

Ivanjek, L., Shaffer, P. S., McDermott, L. C., Planinic, M., & Veza, D. · American Journal of Physics 83(1), 85-90 · doi:10.1119/1.4901977

What it found
A four-year investigation following more than 1000 students found serious and persistent difficulties in connecting a discrete line spectrum with a set of atomic energy levels: the step from knowing that atoms have levels to explaining why a spectroscope shows lines rather than a continuum.
What it changed here
The atomic-spectra simulation never shows a spectrum without its ladder. The photon flies from the transition arrow to the exact position on the strip where its line then appears, so the link between the two representations is an event the reader watches rather than a claim they are told.

University student reasoning about the basic tenets of kinetic-molecular theory, Part II: Pressure of an ideal gas

Robertson & Shaffer 2016

Robertson, A. D., & Shaffer, P. S. · American Journal of Physics 84(10), 795–809 · doi:10.1119/1.4960215

What it found
An analysis of over a thousand written responses from university physics and chemistry students found that the justifications they give for changes in the pressure of an ideal gas vary widely in the extent to which they are mechanistic and consistent with kinetic-molecular theory.
What it changed here
Molecule–molecule collisions are a switch. Turning them off leaves the measured wall pressure essentially unchanged, which turns the most common non-mechanistic story about pressure into something a reader can test in one run.

Identifying student and teacher difficulties in interpreting atomic spectra using a quantum model of emission and absorption of radiation

Savall-Alemany et al. 2016

Savall-Alemany, F., Domenech-Blanco, J. L., Guisasola, J., & Martinez-Torregrosa, J. · Physical Review Physics Education Research 12(1), 010132 · doi:10.1103/PhysRevPhysEducRes.12.010132

What it found
High-school students, university students and their own teachers share the same difficulties in explaining atomic spectra, and those difficulties concern three things at once: the model of the atom, the model of the radiation, and the model of the interaction between them.
What it changed here
All three are drawn on one canvas: the ladder of allowed energies, the photon at its own wavelength, and the transition that couples them. Absorption is presented as the identical pair of levels run backwards, with the dark lines landing exactly on the bright ones so the two experiments can be compared with a ruler.

Teaching and learning special relativity theory in secondary and lower undergraduate education: A literature review

Alstein et al. 2021

Alstein, P., Krijtenburg-Lewerissa, K., & van Joolingen, W. R. · Physical Review Physics Education Research 17(2), 023101 · doi:10.1103/PhysRevPhysEducRes.17.023101

What it found
A synthesis of about forty studies of relativity teaching, with the recurring learning difficulties catalogued: among them treating time dilation and length contraction as one-sided things that happen only to the "moving" frame, and applying length contraction in every dimension even when the motion is one-dimensional.
What it changed here
The relativity simulation gives each frame an equal panel, so neither is the one things happen to, and contracts lengths along the direction of motion only, which is exactly what leaves the light clock a longer path to cover and time dilation something to explain.

Variability in student reasoning about radioactive decay as a stochastic process

Hull et al. 2026

Hull, M. M., Jansky, A., & Hopf, M. · Physical Review Physics Education Research 22(1), 010102 · doi:10.1103/5yyz-hpx8

What it found
Surveys of Austrian high-school and US college students found the reading that half of a nucleus decays in one half-life to be common but context-dependent: cluster analysis of response patterns showed reasoning that shifts with the question rather than one stable misconception, supporting a knowledge-in-pieces account.
What it changed here
The two half-life checkpoints ask about a whole sample and about a single nucleus separately rather than assuming one answer covers both, and the grid draws nuclei that are whole or transmuted and never half of anything.

Multiple representations

Testing student interpretation of kinematics graphs

Beichner 1994

Beichner, R. J. · American Journal of Physics 62(8), 750–762 · doi:10.1119/1.17449

What it found
Students routinely read a graph's height when its slope is what matters, and treat a position–time graph as a picture of the path the object took.
What it changed here
Graphs are drawn beside the motion that generates them and update in the same instant, so the link is never left implicit.

Student difficulties in connecting graphs and physics: Examples from kinematics

McDermott et al. 1987

McDermott, L. C., Rosenquist, M. L., & van Zee, E. H. · American Journal of Physics 55(6), 503–513 · doi:10.1119/1.15104

What it found
Connecting a graph to the physical situation it describes is a distinct skill, and it is not acquired as a by-product of learning either one alone.
What it changed here
Several checkpoints ask you to match a motion to its graph before either is explained.

Learning to think like a physicist: A review of research-based instructional strategies

Van Heuvelen 1991

Van Heuvelen, A. · American Journal of Physics 59(10), 891–897 · doi:10.1119/1.16667

What it found
Experts move fluently between words, pictures, diagrams, graphs and equations; novices tend to jump straight to equations. Explicit practice moving between representations is what closes the gap.
What it changed here
Every topic is presented in at least four linked forms at once, in a colour language held constant across the whole site.

Relation between students' problem-solving performance and representational format

Meltzer 2005

Meltzer, D. E. · American Journal of Physics 73(5), 463–478 · doi:10.1119/1.1862636

What it found
The same physics question produces markedly different success rates depending on whether it is posed verbally, graphically, diagrammatically or symbolically.
What it changed here
Every situation here lives in several formats at once: the moving scene, its graphs, the vector arrows and the equations are linked and on screen together, so no single representation is left to carry the understanding alone.

Do students use and understand free-body diagrams?

Rosengrant et al. 2009

Rosengrant, D., Van Heuvelen, A., & Etkina, E. · Physical Review ST Physics Education Research 5, 010108 · doi:10.1103/PhysRevSTPER.5.010108

What it found
Most students drew free-body diagrams even when nothing required one, but only correctly drawn diagrams predicted success, and the strongest students used the diagram twice, once to set up a solution and again to check it.
What it changed here
Why the free-body diagrams here are drawn live, correctly, beside the motion they describe, and why Newton's Laws has the learner build the cart's diagram, naming a source for every force, before the simulation runs it: finished diagrams teach reading them, and building one teaches drawing them.

Electric field lines: The implications of students' interpretation on their understanding of the concept of electric field and of the superposition principle

Campos et al. 2019

Campos, E., Zavala, G., Zuza, K., & Guisasola, J. · American Journal of Physics 87(8), 660–667 · doi:10.1119/1.5100588

What it found
How students read the electric-field-line diagram feeds directly into how they apply superposition: the study found evidence that an incorrect interpretation of the field-line diagram hinders understanding of the superposition principle for the electric field.
What it changed here
The field-vector grid is drawn alongside the field lines rather than instead of them, so the field at a point is always available as an arrow that can be seen to be a sum: superposition is shown being done, not asserted.

Simulations as instruction

PhET: Simulations that enhance learning

Wieman et al. 2008

Wieman, C. E., Adams, W. K., & Perkins, K. K. · Science 322(5902), 682–683 · doi:10.1126/science.1161948

What it found
Well-designed simulations can teach concepts more effectively than the corresponding real equipment, because they make the invisible visible and remove incidental difficulty.
What it changed here
The whole premise of this site, and the reason force vectors, energy budgets and centre-of-mass markers are drawn on screen at all.

When learning about the real world is better done virtually: A study of substituting computer simulations for laboratory equipment

Finkelstein et al. 2005

Finkelstein, N. D., Adams, W. K., Keller, C. J., Kohl, P. B., Perkins, K. K., et al. · Physical Review ST Physics Education Research 1, 010103 · doi:10.1103/PhysRevSTPER.1.010103

What it found
Students who used a circuit simulation outperformed students who used real equipment, on both conceptual questions and on assembling a real circuit afterwards.
What it changed here
Reason to treat simulation as a legitimate primary mode of instruction, not a consolation prize for lacking a lab.

Implicit scaffolding in interactive simulations: Design strategies to support multiple educational goals

Podolefsky et al. 2013

Podolefsky, N. S., Moore, E. B., & Perkins, K. K. · arXiv:1306.6544 · link

What it found
Guidance can be built into the affordances and constraints of an interface, so that learners explore productively without being told what to do, developed over 125 simulations and more than 600 student interviews.
What it changed here
Slider ranges exclude degenerate cases, advanced controls stay folded away until needed, and the default configuration of each simulation is already an interesting one.

A study of educational simulations part I: Engagement and learning

Adams et al. 2008

Adams, W. K., Reid, S., LeMaster, R., et al. · Journal of Interactive Learning Research 19(3), 397–419

What it found
Interview studies of how students actually use simulations: they explore productively when the interface is inviting and the feedback is immediate, and disengage when a simulation feels like a test.
What it changed here
Nothing here is graded, no answer is stored anywhere but your own browser, and every simulation can be played with before any question is asked.

A research-based curriculum for teaching the photoelectric effect

McKagan et al. 2009

McKagan, S. B., Handley, W., Perkins, K. K., & Wieman, C. E. · American Journal of Physics 77(1), 87–94 · doi:10.1119/1.2978181

What it found
Faculty commonly assume the photoelectric effect is straightforward for students. A curriculum of interactive simulation, peer instruction and conceptual homework aimed at documented student difficulties left about 85% of students able to predict how the results of the experiment change, but far fewer able to connect those observations to the photon model of light.
What it changed here
Sets the order this lesson uses: predict the outcome first, then say what the outcome implies about light. The 'classical wave would need' readout exists because the total absence of a delay is one of the observations students find hardest to turn into a conclusion.

Assessment instruments

Force Concept Inventory

Hestenes et al. 1992

Hestenes, D., Wells, M., & Swackhamer, G. · The Physics Teacher 30(3), 141–158 · doi:10.1119/1.2343497

What it found
A 29-item instrument, expanded to 30 in the 1995 revision, whose wrong answers are all documented student beliefs. It exposed how little conceptual understanding traditional courses were producing, and reoriented a generation of physics teaching.
What it changed here
The mechanics unit is organised around the concepts the FCI probes, and checkpoint distractors follow its answer patterns.

Surveying students' conceptual knowledge of electricity and magnetism

Maloney et al. 2001

Maloney, D. P., O'Kuma, T. L., Hieggelke, C. J., & Van Heuvelen, A. · American Journal of Physics 69(S1), S12–S23 · doi:10.1119/1.1371296

What it found
The Conceptual Survey of Electricity and Magnetism (CSEM): a 32-question multiple-choice instrument refined over four years and administered to more than 5000 introductory students at 30 institutions. Pretest averages were 31% (calculus-based) and 25% (algebra/trigonometry-based); after instruction they reached only 47% and 44%.
What it changed here
The electromagnetism unit is organised around the concepts the CSEM probes, and the size of that post-instruction gap is the reason each lesson confronts one specific intuition head-on rather than surveying a topic.

Developing, evaluating and demonstrating the use of a conceptual survey in mechanical waves

Tongchai et al. 2009

Tongchai, A., Sharma, M. D., Johnston, I. D., Arayathanitkul, K., & Soankwan, C. · International Journal of Science Education 31(18), 2437–2457 · doi:10.1080/09500690802389605

What it found
The Mechanical Waves Conceptual Survey: 22 multiple-choice items covering propagation, superposition, reflection and standing waves, whose distractors were built from students' own open-ended answers and follow-up interviews rather than invented to look plausible.
What it changed here
Standing waves is one of the survey's four subtopics, and its documented wrong answers are the source of the checkpoint distractors in this lesson, including the 'all harmonics fit any pipe' answer.

Development and application of a three-tier diagnostic test to assess secondary students' understanding of waves

Caleon & Subramaniam 2010

Caleon, I., & Subramaniam, R. · International Journal of Science Education 32(7), 939–961 · doi:10.1080/09500690902890130

What it found
Adding a confidence tier to a content-plus-reason diagnostic separates genuine alternative conceptions from lucky guesses: among 243 students tested after instruction, eleven alternative conceptions about waves were expressed with confidence by more than 10% of them, four of those with high confidence.
What it changed here
Justifies putting the claim and its evidence side by side rather than merely stating it: the flat node graph beside the thrashing antinode graph, on one shared vertical scale.

Students' understanding of direct current resistive electrical circuits

Engelhardt & Beichner 2004

Engelhardt, P. V., & Beichner, R. J. · American Journal of Physics 72(1), 98–115 · doi:10.1119/1.1614813

What it found
The DIRECT instrument, two 29-item versions on DC resistive circuits, found students still holding several conflicting ideas at once after instruction; in the interviews behind the test, the single most-used idea in answering the questions was that a battery is a constant source of current.
What it changed here
That idea is what the circuits checkpoints are built to break, and why the simulation's battery is drawn as a fixed voltage: change the resistance and watch the current the battery delivers change with it.

A caveat worth stating

Being grounded in research is not the same as being proven effective. The findings above are well replicated; this particular site has not itself been studied. What the literature justifies is the design: the predict-before-you-look structure, the constant colour language, the constrained parameter ranges, the refusal to grade anything. Whether this implementation delivers on them is a separate question, and an honest one to keep open.