One of my Core Memories when it comes to science, science education, and education in general was in my high school physics class, where we had to do an experiment to determine the gravitational acceleration of Earth. This was done via the following mechanism: Roll a ball off of a standard classroom table. Use a 1990s wristwatch's stopwatch mechanism to start the clock when the ball rolls of the table. Stop the stopwatch when the ball hits the floor.
Anyone who has ever had a wristwatch of similar tech should know how hard it is to get anything like precision out of those things. It's a millimeter sized button with a millimeter depth of press and could easily need half a second of jabbing at it to get it to trigger. It's for measuring your mile times in minutes, not fractions of a second fall times.
Naturally, our data was total, utter crap. Any sensible analysis would have error bars that, if you treat the problem linearly, would have put 0 and negative numbers within our error bars. I dutifully crunched the numbers and determined that the gravitational constant was something like 6.8m/s^2 and turned it in.
Naturally, I got a failing grade, because that's not particularly close, and no matter how many times you are solemnly assured otherwise, you are never graded on whether you did your best and honestly report what you observe. From grade school on, you are graded on whether or not the grading authority likes the results you got. You might hope that there comes some point in your career where that stops being the case, but as near as I can tell, it literally never does. Right on up to professorships, this is how science really works.
The lesson is taught early and often. It often sort of baffles me when other people are baffled at how often this happens in science, because it more-or-less always happens. Science proceeds despite this, not because of it.
(But jerf, my teacher... Yes, you had a wonderful teacher who didn't only give you an A for the equivalent but called you out in class for your honesty and I dunno, flunked everyone who claimed they got the supposed "correct" answer to three significant digits because that was impossible. There are a few shining lights in the field and I would never dream of denying that. Now tell me how that idealism worked for you going forward the next several years.)
This is, more or less, exactly what happened when I took Electronics I in college.
The course was structured in such a way that you could not move on to the next lab assignment until you completed the one before it. You could complete the lab assignments at your own pace. If you failed the lab, you failed the class, regardless of your grade.
The second or third lab had us characterize the response of a transistor in a DIP-8 package, which was provided to us. If you blew it up, you got a slap on the wrist. That DIP-8 was otherwise yours for the class.
I could _never_ get anything resembling linear output out of my transistor. The lab tech was unhelpful, insisting that it must be something with how I had it wired, encouraging me to re-draw my schematic, check my wires, and so on. It could _never_ be the equipment's fault.
Eight (!) weeks into that ten week class, I found the problem: the DIP was not, in fact, just a transistor. It was a 555 timer that had somehow been mixed in with the transistors.
I went and showed the lab technician. He gave me another one. At this point, I had two weeks to complete eight weeks of lab work, which was borderline impossible. So I made an appointment to see the professor, and his suggestion to me was to drop the class and take it again. Which, of course, would've affected my graduation date.
I chose to take a horrible but passing grade in the lab, finished the class with a C- (which was unusual for me), and went on to pretend that the whole thing never happened.
That is enraging. I've seen similar things happen too and it blows my mind how ridiculous some of these teachers can be. I don't know if it's dehumanization of their students in their minds or an utter unwillingness to devote 30 seconds of directed attention to understanding the situation and making a reasonable judgment, but whatever the cause it is prolific. The only thing worse is when one of them will add something like, "life isn't fair, get over it" when it's fully in their power to make a reasonable determination.
I only took two electronics classes, but in the later one I was the class hero for just buying a bunch of potentiometers on amazon so that we didn't have to waste all of that expensive time sitting around waiting for our turn with the only good one left. It cost me like $10
I was in honors freshman chemistry at university. Tough class, all homework (lots of it) graded rigorously, but only the midterm and final counted toward the course grade. So if you wanted an A you had to get an A on both exams.
After midterm, during every other lecture at least, the professor would sound a refrain: “An orbital is not a house! An electron does not live in a house!”
Final exam had a small number of complex problems to work out with pen and paper, tough stuff, lots of calculus. But the last question ended with “where does the electron live?”
That final problem, if you ignored the end wording, was super easy, something almost trivial to do with Helium iirc. The class had about 25 students in it; about 5 of us independently had the same thought: “this is a trick question, ‘the orbital is not a house in which the electron lives!’” And, independently, that’s how we five answered.
And we got marked wrong, all our course grades dropped to B+/- because of that one damn question.
Over a lunch or whatever, we discovered our shared experience and approached the professor as a group. He listened patiently and said: “Ah, right, I did insist on that idea, it’s understandable why you would think it’s a trick question and answer that way. But I still consider your answers wrong, grades stay as they are.” Some in the group even went to the dean and, to my understanding, he said it’s best to consider it a life lesson and move on.
>I chose to take a horrible but passing grade in the lab, finished the class with a C- (which was unusual for me), and went on to pretend that the whole thing never happened.
This sentence could have also ended "my gpa dipped below the threshold for some bullshit mark it up to mark it down exercise masquerading as a scholarship and I had to re-take the class for a better grade anyway"
What I don't understand is why it took you 8 weeks to distinguish a timer from a transistor. That doesn't make your professor's reaction alright, I just find it puzzling.
It's funny, because while that's a terrible educational experience, you actually learned some important lessons despite them.
I remember the first time I found out that the software documentation I had been relying upon was simply and utterly wrong. It was so freeing to start looking at how things actually behaved instead of believing the utterly false documentation because the world finally made sense again.
That's awful, and unfortunately relatable. Most of my university courses were pretty good, but I had a computer graphics course where I got about 80% for my project, and about 30% for my final grade, which meant I apparently got 0% for my exam. I was a graphics nerd, I'd written a raytracer in C++, made a decent start on a game engine in Java (including software rasterizer with perspective-correct texturing, transparency, and model saving and loading with keyframe animated forward kinematics), along with numerous games and rendering programs. This graphics course was trivial stuff and barely got past explaining what a bitmap was and how to draw pictures using API calls. I couldn't have legitimately scored zero in the exam.
After weeks of trying to make an appointment with the lecturer to discuss it (and being told "you failed, get over it"). I got an email from the lecturer, admitting that they'd forgotten to add my exam score to my overall score. And from this point, it took months further to get my official grade corrected.
This same lecturer also once emailed out grades by opening their whole-course grading spreadsheet, deleting all the rows except for that student's grade, and then saving it as a new file.
This is crazy to me because when I've run labs in the past, there were equipment failures literally all of the time. When you teach lots of people, shit breaks. Quite often if something didn't work, I'd just have one student swap equipment with another student to help diagnose this sort of thing.
Major bummer that others have had differing experiences from me, here.
I ran labs in my university in Europe, in the early 2000s, and I'd like to think this would not have happened. We were selected as tutors due to our proficiency and dedication to the subject. Maybe it was a fluke, I've heard similar stories recently about local Unis.
I had a very similar experience during a lab internship I took during my biochemistry undergrad degree.
First part of a project was running PCR on a particular plasmid that we were going to use to transfer a gene into Drosophila. But for some reason the PCR didn't work, and I spent almost all of my time trying to get the damn thing to run.
Everyone naturally assumed I was just doing something wrong, being an undergrad with little lab experience. After about ten weeks, it turned out that the lab tech had written up the protocol wrong and I was using the wrong primers. No wonder it didn't work.
Was one of the experiences that made me realise that working in a lab really wasn't for me...
Honestly, you got more real-world electronics training out of that experience than you paid for. You are now qualified to deal with remarked or counterfeit Chinese parts and other inevitable supply hazards in the business. Be grateful!
That's a tragic story. However, I'm surprised that the transistor was supposed to come in a DIP package. Usually through-hole discrete transistors come in a three-lead package like TO-92. Of course, that would not have helped you since yours looked like every other student's except the for the markings.
> So I made an appointment to see the professor, and his suggestion to me was to drop the class and take it again. Which, of course, would've affected my graduation date.
I would have been tempted to ask him to write me a check for the extra semester of tuition, but I'm sure that wouldn't have made the situation any better (and maybe would have made him more likely to grade strictly).
This makes me incredibly grateful for my physics lecturers, all of whom would bend over backwards to assist their students' journeys towards learning any time any stumbled or showed a spark of curiosity that needed fanning into a raging fire.
I had lecturers give me bonus marks above 100% because I noticed issues like this and thanked me for helping to improve the course material!
These lecturers, when merely overhearing a curious "huh?" conversation between students would spend hours of their own time scouring the library for relevant information and just "leave" photocopies for students to find the next day.
> From grade school on, you are graded on whether or not the grading authority likes the results you got.
I took an exam in a high school science class where I answered a question with the textbook's definition exactly as presented in the textbook, complete with the page number the definition was found on. I knew a bit about the topic, so I then cited outside scientific sources that explained why the definition was incomplete. There wasn't enough room to complete my answer in the space provided, so I spiraled it out into the margins of the exam paper.
My teacher marked my answer wrong. Then crossed that out and marked it correct. Then crossed that out, and finally marked it wrong again. During parent-teacher conferences, the science teacher admitted that even though I answered the question with the exactly correct definition, my further exposition made him "mad" (his word), and because he was angry, he marked it wrong.
Having been on the other side of the table... there's a tactic students will sometimes use, where they don't understand the question but will simply attempt to regurgitate everything written on their notecard that is related in hopes that they'll accidentally say the right words. Sounds like you did understand it, but the volume perhaps made it look like you were just dumping. It is indeed annoying to grade.
Grading is boring, tedious, and quickly wears down one's enthusiasm. The words of M Bison come to mind: "For you, the day Bison graced your village was the most important day of your life. But for me, it was Tuesday."
That’s grounds for termination to me. Seriously. I would put this man out of a job and endanger the livelihood of him and his family for this kind of shit.
> Right on up to professorships, this is how science really works.
Reminds me of Feynman's "Cargo Cult Science" essay[1]
One example: Millikan measured the charge on an electron by an experiment
with falling oil drops and got an answer which we now know not to be
quite right. It’s a little bit off, because he had the incorrect value
for the viscosity of air. It’s interesting to look at the history
of measurements of the charge of the electron, after Millikan. If you
plot them as a function of time, you find that one is a little bigger
than Millikan’s, and the next one’s a little bit bigger than that,
and the next one’s a little bit bigger than that, until finally they
settle down to a number which is higher.
Why didn’t they discover that the new number was higher right away?
It’s a thing that scientists are ashamed of—this history—because
it’s apparent that people did things like this: When they got a number
that was too high above Millikan’s, they thought something must be
wrong—and they would look for and find a reason why something might be
wrong. When they got a number closer to Millikan’s value they didn’t
look so hard. And so they eliminated the numbers that were too far off,
and did other things like that. We’ve learned those tricks nowadays,
and now we don’t have that kind of a disease.
Yeah, not sure I'm 100% agreed on that last statement (:
I would take Feynmans stories with a grain of salt, he was sometimes quite liberal with the facts when trying to make a point (in particular he liked to give the impression that he was the only smart guy in the room).
Assuming Feynmann's statement is true, I find it even more remarkable that Millikan's electron charge research was published in Science AND won him a Nobel Prize without anyone noticing the very apparent mistake of using an incorrect value for the viscosity of air.
I can totally relate. I had the same experience in grade school science class, where the teacher assigned an experiment with a suggested solution and an invitation to come up with your own method.
I was the only person in class that chose to do my own method. And, it didn't work because I didn't account for an environmental difference between my house and the school classroom. And, he gave me a failing grade.
It really killed my interest in physics for a long time. I focused on biology from then through college.
Ultimately, the problem was that he didn't make clear that the only thing that we were being graded on was accuracy, not experimental methods or precision. (My solution was precise, but inaccurate; whereas the standard solution was accurate but imprecise) Also, it's possible everyone else in class knew the culture of the school, and I didn't because it was my first year there. So, I didn't realize that they didn't value creativity in the way I was used to.
We had the task of building a highly insulated small house.
Big enough to hold a hot cup of tea (and meassure how good it holds its temperature inside).
Our design was very, very good in that regard. (I used insulation building material from the house my family build at that time) But granted, it was not so pretty.
But that was not a stated goal. But when it came to grades, suddenly design and subjective aesthetics mattered and a pretty house, but useless in terms of insulation won. And we did not failed, but got kind of a bad result and I stopped believing in that teachers fairness.
The irony is that you learned something. Failure is a very useful learning opportunity in understanding what affects the success of an experiment, so long as you analyse it and demonstrate that, which arguably is where you should have been encouraged and graded. Compared to accidentally succeeding while following a standard procedure.
I write learning software, and this is an interesting pedagogical weakness we've become aware of when giving feedback (the asymmetry of learning opportunity in correct vs incorrect). It can be improved through overall design, and in a digital context there are also other opportunities.
My physics professor told us once about a lab he had to do when he was a student himself, about measuring the adiabatic gas constant of air. The workload at that point was immense, so lots of students would just write a report and give the textbook answer—and be marked wrong.
It turned out the TA had sabotaged the experiment by putting alcohol in the bottom of the (dark glass) measurement bottle, so the measurement would be of the constant of “air with a fair amount of alcohol vapor in it”, which would give a different constant. And if you actually did the exercise, you'd get that “wrong” number, and that would be the only way to get the lab approved.
That would be a very valuable lab, IF students hadn't been explicitly trained in opposite behaviour for a decade by then.
I lived a very similar experience:
My 4th year computer science professor in software engineering assigned us a four-phase programming assignment for the semester.
My teammate and I spent several sleepless days on the first assignment, and felt some of the requirements were contradictory. Finally we reached out to the professor, and he formally clarified the requirements. We asked him, "well OK, if requirements are unclear, what are we as students supposed to DO?!?" and he answered - exactly what you did; ask the user/client for clarification. "OK, but what if we hadn't, what if we just made assumptions and built on those??". And his eyes twinkled in a gentle smile.
My team mate and I had worked in the industry as summer students at this point, and felt this was the best most realistic course university has offered - not the least because after every phase, you had to switch code with a different team and complete next phase on somebody else's (shoddy, broken, undocumented) code. This course was EXACTLY what "real world" was like - but rest of the class was trained on "Assignment 1, question 1, subquestion A", and wrote a letter of complaint to the Dean.
I understood their perspective, but boy, were they in for a surprise when they joined the workforce :)
In one class I took, we were examining a range of car engines for faults and the task was to get it running.
The rumour was that the previous years class had one engine where the ignition rotor arm wire had been replaced by section of coloured plastic which was covered in the usual grease and crap in the housing.
The instructor was looking for persistence and elimination of possibilities rather than actually solving it. But one team did. As long as you solved the others that was enough to complete the class.
As bad as the prior story is, I don't know if intentionally misleading the students is the right way either— what if one had realized the contamination and acting in good faith had cleaned out the bottle? What if they did this afterward and ended up redoing the experiment only to be told they had cheated?
I'm all for exposing students to something unknown, but telling them they're doing X when it's really Y for anything longer than a single lecture ain't it.
The trouble with these kinds of games is that they put the more diligent students at a disadvantage. For example, someone might compare their experimental result against the textbook constant, realise it's wrong, and spend much more time trying to identify their "mistake", not realising they've been sabotaged. This puts further pressure on their other work.
One cannot argue that this is fair on the basis that it's the "real world", because all that does is reward the sloppier (middle) approach. It filters the very lazy from the average, but at the expense of the excellent.
Even as I rather vigorously grumble at the status quo, let it be noted that I celebrate those iconoclasts fighting the good fight all the more for the fact that they are going against the status quo to do so. May their tenacity and creativity ultimately prevail.
> Then I held up the elementary physics textbook they were using.
> There are no experimental results mentioned anywhere in this book, except in one place where there is a ball, rolling down an inclined plane, in which it says how far the ball got after one second, two seconds, three seconds, and so on.
> The numbers have ‘errors’ in them – that is, if you look at them, you think you’re looking at experimental results, because the numbers are a little above, or a little below, the theoretical values. The book even talks about having to correct the experimental errors – very fine.
> The trouble is, when you calculate the value of the acceleration constant from these values, you get the right answer.
> But a ball rolling down an inclined plane, if it is actually done, has an inertia to get it to turn, and will, if you do the experiment, produce five-sevenths of the right answer, because of the extra energy needed to go into the rotation of the ball.
> Therefore this single example of experimental ‘results’ is obtained from a fake experiment.
> Nobody had rolled such a ball, or they would never have gotten those results!
Reading your post, I now realize education is dysfunctional in the entire world, not just in my country. Small comfort.
Interesting. If that is correct and you take OPs value, 6.8 / 5 * 7 = 9.5 which is pretty damn close. So his failed grade was for the only non-cheated result?
> you are never graded on whether you did your best and honestly report what you observe. From grade school on, you are graded on whether or not the grading authority likes the results you got. You might hope that there comes some point in your career where that stops being the case, but as near as I can tell, it literally never does. Right on up to professorships, this is how science really works.
This, so much this. I disliked any lab work in my science classes (in HS/College) for this exact reason. I can't tell you how many numbers I fudged because I wasn't getting the "right" results and there was no time/appetite/interest in figuring out why it was wrong, my options were lie and get a good grade or report what I saw and get a bad grade.
And yes, in college specifically, the equipment we were working was rough. There was so much of "let's ask the other 2 groups near us and we will all shave our numbers a bit to match/make sense".
On the other hand my experience as both a graduate and professor teaching students are equally discouraging.
1. Most students don't want to have to think. As a student I was always annoyed that we'd be given exact instructions with an exactly know result to reproduce, while this is generally not how real experiments work. So when I designed an experiment I wrote instructions that reflected more the real life experience, I.e. instead of "place the lens A 10mm from object B" it was "place the lens one focal length away from the object, to know the focal length of your lens you can use a light source at Infinity (far away)." after I left my university the instructions were reverted back because students complained that they didn't get step by step instructions.
2. Students dutifully write down a measurements that is of several orders of magnitude with absolutely no acknowledgement/discussion. I have seen speed of light barely faster than a car and mass of a small piece material in 100s of kg (usually because students forget a nano or giga in a calculation), without any discussion that the result is nonsensical.
3. Similar they make a fit like the one in the OP and don't even discuss the error bars. Or (and that's already the better students) they make a fit with tiny error bars, but get the wrong result (typically due to some mistake like above) and in the discussion say the difference to an expected error is due to measurement error.
Now I also know that there are crappy graduate students who teach because they are teaching the "only get the correct result" but it's often very difficult to improve teaching because students will immediately complain that they have to adjust to changes.
'flunked everyone who claimed they got the supposed "correct" answer to three significant digits because that was impossible.' while I've never seen anyone flunked for this, I certainly have taken off substantial amounts of points, and seen others do the same, for 3 significant figures when 2 is the absolute highest reasonably possible (and realistically, one sig fig was what we actually wanted).
I've run the exact lab you're describing, and I think we gave full credit for anything between 5m/s^2 and 20 m/s^2 provided there was some acknowledgement that this was at odds with what was expected. We very often would check in halfway through class and either tell the kids what they were doing wrong, or even tell them to write something 'this is at odds with literally all known science and I think I don't trust this'. For this particular lab, I've never seen errors as large as the ones you've described, so your lab was likely very poorly set up.
In other cases, I've made extra time (and allow students to come in) in case their numbers were so weird as to be problematic; just depends on the lab. Any teacher worth their salt will do this. It's a shame the teachers you had were terrible and incentivized bad stuff.
If being in a lab has taught me anything, it's that doing good science is often morally difficult. Sticking by your guns is hard.
But you are right in some sense: there are definitely incentives to... misreport. The best we can do as teachers is to reduce those as much as possible and reward kids/students for being honest.
>Roll a ball off of a standard classroom table. Use a 1990s wristwatch's stopwatch mechanism to start the clock when the ball rolls of the table. Stop the stopwatch when the ball hits the floor.
Our class had some kind of device that would either punch a hole, or make a mark on paper at a regular time interval. We attached a narrow strip of paper to the ball, and let it pull through the marking device as it fell from the bench to the floor. We then measured the distance between each mark, noting that the distance increased with each interval, using this to calculate g. I don't recall anything more than that, or how I did on that lab. I received a 50 one marking period for lack of handing in labs, but had a 90+ average otherwise in the class.
In the UK we called it ticket tape and it was terrible. The devices barely worked and they cause a bunch of friction so you end up calculating a value of 'g' that's off by like 30%.
That's an interesting way to measure the passage of time -- just use something that produces a "regular distance" and derive a way from kinematics to calculate the acceleration from the change in the distance.
The worst is college science classes where sometimes the provided equipment and/or procedures aren't even correct, and the professor isn't around and you're dealing with a TA who is just as confused as you are.
So you debate with yourself between writing down the effect you got (and trusting that you will be rewarded for integrity and effort and rigor), or simply writing down what you know the effect was supposed to be.
Sure, but you have to remember why that is the smart choice: because you are in a terrible class (and probably a bad school) that will make as little effort as possible to teach anything at all.
Don't expect the same choices to make sense if you go somewhere people actually care, that would make you a bad student.
That’s pretty bad. On top of being unfair, it was a total missed opportunity to talk about the law of large numbers (I wonder if they could get a decent sample by combining everybody’s measurements) or skew (maybe everybody is a couple milliseconds too low just based on reaction time).
Or there could be some air resistance if you used, like, ping-pong balls.
I had a physics class in my high school. 2014? 2015? Around then.
The teacher had us using a stopwatch on our phones. We would repeat the experiment several times and average the result, because manually doing a stopwatch was terrible- multiple samples kinda helped.
My group figured out we could get things way more accurate if we videoed the experiment in slow-motion with a phone, keeping a digital stopwatch in frame. It took an extra step of math, subtracting out the start time, but in slow motion we could be accurate to 1/120th of a second. Our results were easily the most precise in the class. Equipment can make a huge difference, and slow motion video was considerably more accurate than “Mike trying to time it right”
>The lesson is taught early and often. It often sort of baffles me when other people are baffled at how often this happens in science,
Math and some sciences have the aura of definitive right and wrong, so even though by college everyone knows the expression "give the answer the teacher wants to hear", they just think in those subjects the teacher has access to absolute answers.
The primary thing taught by our schooling system (and 2nd place isn't even close) is bureaucracy obedience. This has the obvious effects, but one of the subtler ones is deference to "science" as an authority requiring obedience rather than the process of figuring shit out.
I studied Engineering rather that physics. In our lab reports we were expected to include a discussion of the results and the experimental method. It was basically expected that the report should include associated commentary around potential sources of error and modifications to improve the experimental accuracy.
I don't recall ever being marked down for failing to obtain the "correct" result the impression I came away with was so long as you were thorough in your discussion and analysis the exact result was less important.
I can remember my second year thermodynamics class had a fairly complicated lab which involved taking measurements from inflow and outflow of various heat exchangers in a variety of configurations (Counter flow, Cross flow etc) then computing the efficiency of each configuration. I recall getting into minutiae in the report about assumed friction factors and suggested methods to asses the smoothness of the pvc pipes etc. to improve the accuracy of calculations etc.
Just registering my experience, which was mostly good in principle.
I took my physics/chem labs at a not particularly good university, and got points for having valid calculations, whether or not they matched the correct values. I felt that the labs themselves were a little bit patronizing and a waste of time, but at least they were designed in the direction of making us perform experiments and do measurements.
I'm certainly not going to defend your teacher or your experience, especially at the high school level. That's too soon. And I also remember being indignant for a similar experience in analytical chemistry.
But... there's a point in one's development as a science student, where science becomes more nuanced than "doing your best and honestly reporting what you observe." Those things will always be there of course. But in an experimental science, doing an experiment and getting accurate results is a vital skill, or you'll never make progress.
Naturally you have no standard for checking a measurement whose result is truly unknown, but you can insert the equivalent of breakpoints where you make sure that the same data do reproduce known results. Ironically for the discussion here, those are called "gravity tests." Students need to know at some point if they're going to like the experimental side of science. Getting things right is part of it. Some people don't belong in the lab.
I happen to be stuck at the "gravity test" level in my day job. My experiment produced a calibration that's reproducible, and that I could use, but it doesn't make sense. I'm not going to move forward until it does.
The problem with a lot of teaching is that the purpose of the lesson is never explained, and the nuanced view is never spelled out.
> no matter how many times you are solemnly assured otherwise, you are never graded on whether you did your best and honestly report what you observe. From grade school on, you are graded on whether or not the grading authority likes the results you got.
Wouldnt've helped me before late high school, but that "whether or not the grading authority likes the results you got" part cuts both ways. That is, if you put some extra effort into presentation, you can get at least some of authorities to recognize your effort. Or, if you're really good, you can even bullshit wrong results past them, as long as you give a strong impression of competence.
Or at least that's what undergrad studies taught me; for random reason I went into overkill for some assignments, and I quickly discovered this worked regardless of the validity of my results.
I guess a big part of it is that most other people a) don't really put in much effort, and b) don't see any importance of the work in larger context. So I found that if I showed (or faked) either, I was set; show both, even better.
(Though it didn't work 100% well. I distinctly remember spending a lot of time figuring out how to simulate lexical scope and lambdas with strings & eval in Lotus notes. My professor was impressed, even suggesting I write the details up, but then she proceeded to fail me on the exercise anyway, because I didn't actually do half of the boring things I was supposed to.)
(It also taught me to recognize when someone else's deploying smokescreens of competence to pass lazy or bad results.)
Well, on the flip side, I had a couple of classes in which we were supposed to "critique" papers, for the laudable purpose of learning critical thinking skills and how to evaluate papers.
We also were supposed to read the greatest papers in the field to learn about the field from the primary sources, also a laudable purpose.
Unfortunately, these two things were put together, and we were expected to produce "critiques" of the greatest papers in the field.
Now, I've told this story a couple of times, and always some anklebiter jumps up from the replies to point out that even the greatest papers can have mistakes or be improved or whatever. Which is in principle true. But when Einstein comes up to you and for the first time in world history explicates his new theory of relativity, you aren't doing him, yourself, or the world a favor by "critiquing" his choice of variable names, quibbling about his phrasing, or criticizing him for not immediately knowing how to explain it the way physicists will explain it after over 120 years of chewing on it.
In practice, there is no practical way to "critique" these papers. They are the ones that have slugged it out with hundreds of thousands of other papers to be getting recommended to undergraduate students 20-40 years later. There is no reason to believe that anything a college junior, even one from decades down the line, is going to give any suggestions that can improve such papers.
So what I learned is that I can just deploy a formula: 1. Summarize the paper quickly, ideally with some tidbit in it that proves you really read it 2. Use my decades of foresight to complain that the author didn't do in this paper something the field built on it later, quite possibly led by the same author (I dunno, I didn't check of course, I'm just complaining) 3. Say "more research is needed"... it's a cliche for a reason -> Get an A every single time, despite putting no real cognitive effort into the critique.
I did at least read the papers for real, and that was fine, but my "critique" was 100% presentation, 100% genuflection of the ritual words of science, knowingly shorn of meaning. Heck, even now I don't think I feel bad about that; I just delivered what was asked for, after raising the objection once. At least we read some of the literature, and that is a skill that has served me for real, in real life, even though I did not go into academia proper.
In the first grade I knew exactly where on my fingers the width was an inch or a cm.
I got called up in front of class and punished for cheating on a length estimation assignment.
They told everyone I was a cheater that used a ruler :P
Besides contributing to the sob stories, my point is maybe some of those kids got lucky with a good measurement/timer. Sorry you had a really bad teacher.
The inevitable happened, after the years of classroom abuse the timer provided enough friction that the falling object swung on the paper like a pendulum and slowly made its way to the ground over the course of about 5 seconds.
We analysed the meaningless dots on the paper and wrote up a calculation of gravity of 9.6m/s^2 attributing the 0.2ish to 'possible friction or accuracy of the timer'
This taught me more about science than I care to think about.
The same thing happens in organic chemistry. You're graded by your yield. If you put 10 units of A in, cooked up 9.9 units of product B, great job! But if it's 0.01 units, good luck, or 0, heaven save you. of course, they might give you 15 units of A to begin with, you're only to use 10. So at the end of it, you get 9.9 out out of 15 in, and say you only put 10 in. Of course, if you get 14 units of product out of "10" in, you just cut down the product accordingly. I'm pretty sure with organic chemistry lab being a core pre-med course, that this might be more the norm than the exception.
I used to teach math to 5th graders about angles. I let them draw a triangle and measure the angles with a protractor, then calculate the sum. The sum is usually around 177 or 178 degrees.
In my university we had a more precise setup for that. It was some sort of weight on a rail at a known incline, and a digital timer with two sensors known distance apart that start and stop it.
Yet in my class we still had results as low as 7 and as high as 12. We all got passing grades. But the protocol for these lab assignments was always such that you had to have your "measurements sheet" signed by the professor, and you turned it in with your report later.
Having recently gotten into quantum and listening to a lot of audiobooks on the history of it, that’s one of biggest takeaways for me. So many major advances in theory that languished for years because of the politics of the day of the personal opinions of their advisor, only for a physicist with greater standing to rediscover the same thing later and finally get it some attention. (Hugh Everett and David Bohm being two examples)
I think if you showed not only the point estimate, but also some measure of uncertainty like standard deviation, it should have given you a passing grade. It's hard to say why an answer like 6.8 +- 5 is wrong.
Even if you don't yet have formal statistical chops, it should be at least possible to show cumulative distribution function of results that will convey the story better than a single answer with overly optimistic implied precision.
This is early high school. We didn't have error bars yet, we just took an average. I just used that as a convenient way to describe how erratic our numbers were. If 6.8 is the average you know we had some low numbers in there. And some nice high ones, too.
You're certainly correct that the true value would have been in our error bars, and one of those good teachers I acknowledge the existence of in my large paragraph, sarcastic as it may be, could conceivably have had us run such a garbage experiment and shown that as bad as it was, our error bars still did contain the correct value for probably all but one student or something like that. There's some valuable truth in that result too. Cutting edge science is often in some sense equivalently the result of bodging together a lot of results that in 30 year's hindsight will also be recognized as garbage methodology and experiments, not because the cutting edge researchers are bad people but because they were the ones pushing the frontier and building the very tools that later people would use to do those precision experiments with later. I always try to remember the context of early experiments when reading about them decades later.
It would also have been interesting to combine all the data together and see what happened. There's a decent chance that would have been at least reasonably close to the real value despite all the garbage data, which again would have been an interesting and vivid lesson.
This is part of the reason this is something that stuck with me. There were so many better things to do than just fail someone for not lying about having gotten the "correct" result. I'm not emotional about anything done to me over 30 years ago, but I'm annoyed in the here and now that this is still endemic to the field and the educational process, and this is some small effort to help push that along to being fixed.
For typical distances (say the height of a table or a shelf) the time should be on the order of a fraction of a second. There's a couple hundred ms delay in the human auditory + motor system, which is a sizable fration of the time you're trying to measure and one would have to try to account for (but not all that easy, especially for a HS physics class).
> Right on up to professorships, this is how science really works.
Why I am making my exit from academia and research entirely as soon as I finish my PhD. The system is filled with wonderful, intelligent people but sadly simultaneously rotten to the core. It in fact, did not get better as I moved from undergrad to grad school.
In my case it was a slide on an air cushioned aluminum beam.
And the interesting part was that for some reason, if we pulled it up towards the top, behind some point it used shorter time to travel across the whole beam.
I put quite some effort into figuring out why, repeating it again and again, studied the beam to see if there was any irregularities, brainstormed on why this happened.
My physics teacher really liked that at least some of his students had dug into it (I think we weren't the only group) and made it very clear in the feedback (he did not mention who had gotten it wrong, just that some had observed this and looked into it instead of covering it up or throwing away the data we didn't like).
Didn't exactly enjoy school, but people like him made it a lot better.
I remember in chemistry class in high school (in Sweden), where we'd do lab work in pairs often. I'd pair up with the other actually smart and interested guy in class and we'd divide the work between us:
One of us would start doing the theoretical work, calculating what numbers we should be getting, and the other would do the experiment. Then we'd adjust all our findings to be within what was theoretically reasonable.
We got good grades.
Is it like 5 people doing real science and everybody copying their homework? I mean, we've got technology to prove that a lot of natural science must be right in some way, so somebody is doing real discovery and real experiments. Right?
I got a D in a highschool Biology Genetics Lab working with Fruit Flies because our Chi Squared p-value was a little less than the common significance value of 0.05.
Our results were close enough that we could still easily determine the phenotype and genotype of the parent and grandparent Fruit Flies (red/black eyes), but it was kind of a bummer to be punished in a highly error prone experiment (flies dying from too much ether, flies flying away, flies getting stuck in food and dying, etc).
It did teach me to be more careful when running experiments but I probably would have given myself a C, not a D
Out of curiosity, could you add which country you are from? I think in general there's similarities everywhere.
In Belgium (Gent to be more specific) where I'm from, there is a high cultural degree of critical thinking, and if I handed in a report like that, with the accompanying numbers, our teacher would not have given it a failing grade. Especially if the report was accompanied with either a written or verbal disclaimer mentioning the limitations of the measuring equipment and that the results didn't match your expectations.
When I did the mandatory lab exercises in physics, there was a more benign variant of that problem: the conventional value had to fall inside the error interval. However, it was allowed to add additional errors with a good explanation (...some creativity). I really didn't like to increase the estimated errors to make the result work, and I think the (unimportant) grades were reduced for doing it.
I remember being really consistent with the stopwatch in one exercise, so sadly the spread of measurements (implying a natural uncertainty) was small. That was bad!
I had a teacher in college who before teaching, worked for a company within the gambling industry. He then went on to start his own company, which was as I heard, based purely on the knowledge and connections he made at his former employer. Dude struck gold getting rich off of gambling addicts. Due to his financial success, he thought of himself as some kind of Steve Jobs and an expert on all things related to tech. He would claim to have predicted the popularity of many tech related things, e.g. cloud solutions like google drive and google docs. Problem is that his predictions all came long after all these things had become mainstream.
His lectures were full of incorrect facts. He would ask the class questions and give us wrong answers. I’ve never seen a man so confidently incorrect.
He wrote a book about the fourth industrial revolution in which he used the introduction to brag about all the places he used for writing his book. Including his home in a upper class neighborhood, his home abroad, cafes around the world, etc.
His book also contained errors that a simple google search would’ve helped him correct.
A lot of the stuff he taught were interesting. But all the contents of the course could’ve been covered in a video or two.
In my final paper I wrote about how the popularity of new tech can regress even though the tech gets up to great quality. He had stated that you wouldn’t see a computer science student using a laptop after 5 years (this was 10 years ago). They would all be programming on their ipads because the touch screens had become so good. As well as how everyone in their fields were replacing their interfaces with touch screens. I wrote about how mechanical keyboards and physical midi controllers had never been as popular in many fields like audio and video production.
Needless to say. I failed the class. I was just supposed to regurgitate his blogs and opinions.
This was not the only thing to make me lose most all my confidence in any higher education at a time. I went from critical thinking to skeptical thinking. And it was not solely because of my opinions about this teacher. It was because of the opinions of his peers and in how high regard he was kept in the academic society.
I learned that schools are not institutions of science. They’re more like a Church of Science or at the very best, Science’s weird fan club with a weird internal popularity power struggle.
Have a complete different experience. As a physical major, did a famous Millikan's oil drop experiment. Am a terrible experimentalist (went on to do my PhD in theoretical physics), so we got a charge of about 1/3 of the charge of an electron.
Now, as I did not get a Nobel prize, I did not actually measure the charge of a single quark, but still got good enough grades for this study.
My teacher had a different solution to this exact problem. He ran the same test, but had us run it in the school's atrium, where we could drop objects a good 30 feet to the ground. It was a long enough drop that the stopwatches weren't as much of a hindrance. We destroyed a floor tile, but other than that, it went well to my recollection.
I had a similar experience in Physics 101 and Chemistry 101. The labs were chaotic and had limited time. If you were even a little bit unlucky it would be impossible to even finish them let alone get remotely decent results.
I'm convinced 60% of the class faked results or copied many results from previous year's students.
This is how I remember my own undergrad physics and chemistry labs: Terrible equipment and no time. The students who turned in faked but plausible data that looked like what the professor expected to see would get A's and the students who actually did the experiments and reported the crap they measured got lower grades. Everyone just learned the wrong lesson: Figure out what the data should look like and fake it.
You always got partial credit even if you made a mistake as long as the following results were achieved using the correct method and with the correct calculations despite one of the inputs being wrong due to a previous error.
In my high school, without naming any names, the teacher told us all that anyone who changed their results to 9.81m/s^2 was doing science incorrectly. And we were graded on our analysis of the experimental procedure, or something like that.
When we did that in high school, we took long exposure photos with a strobe light and measured where the ball was at each strobe interval. I think it worked out well.
I'm sure nowadays the experiment would just be one slow-mo video on your phone.
> The lesson is taught early and often. It often sort of baffles me when other people are baffled at how often this happens in science, because it more-or-less always happens. Science proceeds despite this, not because of it.
I think we should definitely not learn from this that science still works despite those things. Because then it's easy to just say it is what it is. I think it's much more helpful to be critical of the scientific process (scientific policies in particular) and see how it can be improved. As I said many times before here on Hacker News, basically nothing in science has changed since papers like Why Most Published Research Findings Are False by Ioannidis
have come out. I think we as civilians should demand more from science than a bunch of false papers behind paywalls.
On a side note, one thing every single one of my peers who have pursued a creative degree have echoed, be it architecture, literature, graphic design, industial design etc. - is that the only way to get a good grade is to find out what your professors personal preferences and opinions are and be in total and utter agreement with them.
Any amount of critical views tends to result in your work torn to pieces and you getting a shitty grade.
Your architecture professor likes turrets? Then better put them even on the chicken coop - that way he'll no you're one of the students who gets it.
Your lit professor loves a certain philosopher? - better not point out that you find his arguments circular, ponderous and betraying a lack of broad perspective.
This has been utterly weird to me considering I have encountered way less (but not zero) of this thing in engineering, and art is supposed to be about developing your self-expression, but I've heard this criticism so many times from so many places and formulated so strongly. I've had many people flat out leave their educations because of this, with others just quietly powering through.
This in of itself has changed my view of art education, and I've told many people to stay away from these places not because of the usual 'it's useless and you'll starve to death arguments' but because of this.
At my high school, somehow physics was the dumb jock science course. I think it was because the head football coach taught physics for decades before retiring my sophomore year. Anyway, as a kid who was doing well in school and was headed for college, it was a natural decision for me to not bother taking physics and study for the AP test on my own. But one day a kid showed up in one of my classes with a hall pass for me to go to the physics classroom. The new teacher needed my help.
She had planned on teaching a lab on gravity and acceleration that day, but she was having trouble getting the right experimental results. Now, this story is not going to reflect well on her, so I want to say up front that she was already taking physics education at my high school to unprecedented heights by 1) trying out the lab on her own before trying to teach it, and 2) actually giving a shit about the results. I doubt the coach who had previously taught physics ever bothered to do any of the experiments himself, and I'm guessing everyone who ever turned in a lab report to him got an A regardless of the contents.
So there I am, a future physics major walking into a physics classroom for the first time in my academic career. I'm nervous because I have a reputation as a smart kid, and specifically as a smart science and math kid, but I was better with math and theory than with machines and measurements. I'm excited about getting to look smart in front of the other kids, but I'm also sweating bullets that there might be something about the equipment that I might not be able to figure out. So I ask her to show me what the experiment is and how she's doing it.
The experimental setup is a small but heavy piece of metal attached to a long, thin strip of the kind of paper used for carbon copies. (Or carbonless copies maybe. You know the paper where you write on one sheet, and there's a pressure-sensitive sheet underneath that creates a copy? It was a long strip of that pressure-sensitive paper.) The final piece of the experimental setup was a loud clacking thing that the strip of paper fed through. When it was turned on, a little hammer inside it slammed down every 1/4 of a second. The idea was, as the paper traveled through, the hammer left a mark every 1/4 of a second, and you could measure how far the paper traveled in each interval between the hammer strikes. Much more precise than a stopwatch!
You have already figured out how the experiment works. You hold the clacker at a fixed height against the wall or some other high fixed point, thread the weight end of the paper through it, turn the clacker on, drop the weight, and the clacker leaves marks on the paper that let you calculate g.
The teacher understood this, to an extent. But she decided that it would be less of a logistical hassle if the students did the experiment at their lab tables, by holding the clacker on the table and pulling the weight horizontally across the table with their hand. She tried this quite a few times herself, plotted the numbers, and could not get the plot to look like a parabola like in the textbook. I explained to her, "We're measuring gravity, so gravity has to do the work. If we move it with our hands, we're just measuring our hands. If gravity moves it, we'll measure gravity." We tried it, it worked, and she sent me back to whatever class I had been in when she sent for me.
Now I feel lucky to have gone to a school where universally the teachers actually understood the material they were teaching. The only poor teaching I had to face was on the teaching aspects, and this was only from a minority of teachers.
Because my policy in childhood was to bend like the willow and not break like the oak. Not phrased in those words, and not quite as consciously chosen as it is now, but it was my policy, and for the most part I stand by it. Modern me, looking back with an engineer's rather cold cost/benefits analysis, sees way more cost than any possible benefit, so I might refine my past self's reasons but I'd still take the same actions.
Fortunately, this was closer to a one-off problem in an otherwise acceptable class rather than a systematic issue.
I read this in 1999 when entering university. It was so refreshing hearing a student provide a glimpse into the boots-on-the-ground reality of undergrad life at these world-renowned institution.
The closing sentence is also prescient; the author pivoted to CS, ultimately completing his doctorate at the University of Wisconsin at Madison
I read it about the same time. My friends and I (all of whom declared Physics and most of us switched to other majors before graduating) had tears in our eyes reading it. Funniest thing I had ever read.
I TAd a semiconductor fabrication lab class 20-odd years ago. Mostly it was about making sure the students had the absolute fear of God put into them about working with HF, but there was also a bit at the end where you actually got to do a voltage sweep and characterize your transistor. If in fact you had made a transistor rather than a needlessly complicated resistor. The other TAs and I passed this paper around and thought it was just hilarious.
> (...) the apparent legitimacy is enhanced by the fact that I used a complicated computer program to make the fit. I understand this is the same process by which the top quark was discovered.
This is both hilarious and more common than you might think. In my field of expertise (ultrafast condensed matter physics), lots of noisy garbage was rationalized through "curve-fitting", without presenting the (I assume horrifyingly skewed) residuals, or any other goodness-of-fit test.
I took some effort to change my research interest from computer vision to DFT calculation in quantum chemistry.
Honestly, I'm kind of frustrated now, too many work is close-source in this area. The research paper will tell you everything except how to reproduce this work in minimal effort, it's like they are hiding something.
They also using a `Origin` to plot and MS Word to write paper, which is also non-free licensed, and made them harder to collaborate and reproduce.
> The research paper will tell you everything except how to reproduce this work in minimal effort, it's like they are hiding something.
They are. I used to work in an adjacent field. Everyone was open about doing it - they're competing with others for grants, and worry that if they reveal the secret sauce, others will move faster than they can.
You can say you performed a DFT calculation to get the result, but anyone who's studied these types of simulations/calculations knows that it's highly nontrivial to implement, with lots of coding and numerical tricks involved. So it's extremely hard to reproduce if you don't have detailed access to the algorithms.
Not only that, but DFT itself has many many different forms. There's DFT that is O(n)^3 and there's DFT that's O(n)^7 in time complexity, the wild variations are due to the different approximations (i.e. algorithm and parameters).
Saying "I used DFT" is like saying "I used a computer", its nowhere near enough info to reproduce the work
Very true that they're hiding things. I actually wrote some code (that strung together other people's code) to complete a simulation pipeline for non adiabatic molecular dynamics. I was tasked with writing documentation to teach the group but was instructed to not release it anywhere publicly because other groups would simply take the method and move faster since they had more money and compute.
This issue also bugged me for a while. It is more of cultural issue, and older the research group is, the less likely it is for research software to be open, in my experience.
In the area of deep learning based simulations, one good example of an open software is netket. The researcher their is pretty active in terms of github/gitlab/huggingface ecosystem.
I miss OriginPro in my undergrad when we had campus licenses for, before moving to matplotlib for data visualization. matplotlib is simply too disappointing for making publication quality figures. The most recently encountered problem is how to plot with a broken x-axis, which is one of the most basic need in physical science but requires a non-trivial amount of hacking to get with matplotlib.
Open source tool or not, I don't care at all as I get the science right. I have already enough frustration dealing with my samples, so I simply want the least frustration from the software I use to plot.
Matplotlib is a bit painful. Often seaborn will work quicker, especially when using Pandas dataframes with proper column names and seaborn compatible layout.
Honestly, if you're doing scientific work there is no reason not to output the data somewhere and plot in R with the standard lib (insanely good for science style plotting but hard to use) or ggplot (what matplotlib wished it was)
Honestly, when it comes to hacking things together with matplotlib I outsource all of my thinking to chatgpt to do the 80% of doc hunting that is honestly not worth it since everything in matplotlib is labelled inconsistently.
Why is it a jab at physics? It's honest and beautiful -- I imagine this is exactly what an experience on the cutting edge of experiment is like! :D
Making this measurement (an ancient discovery) with latest equipment is easy, but imagine what it might have been like for the people who actually discovered this property of germanium. Our tools/probes cannot advance much faster than our understanding of a (related) subject -- we are constantly inventing/improvising tools using cutting edge scientific knowledge from a related field.
I mean if you didn't already know how to solder to Germanium crystals you would have had to spend months experimenting with the material before you could get leads to stick.
I'm an industrial physicist, and the post put a smile on my face. And indeed, it's not fiction. It's a blast. You will go through times like this, I guarantee it.
I've been wrestling with a cantankerous experiment for a couple of weeks. It produces reproducible results, but they don't make sense, and the work is not in a domain where discovering new physics by accident is likely.
It was probably actually written sometime prior to June 1999, because that's when the author got his Physics BS at Stanford (https://pages.cs.wisc.edu/~kovar/cv.html).
I kinda want to know more of the backstory around this. What grade did he get? Or was this a private venting exercise he later put up on his webpage, once he was well clear of the course?
The author did eventually go into CS, I wonder if this project was his actual breaking point.
Yeah I want to say I remember this making the rounds (remember email forwards?) during my first year of undergrad ('99-'00) but I'm a bit fuzzy on the exact timing.
Anyone who has ever had a wristwatch of similar tech should know how hard it is to get anything like precision out of those things. It's a millimeter sized button with a millimeter depth of press and could easily need half a second of jabbing at it to get it to trigger. It's for measuring your mile times in minutes, not fractions of a second fall times.
Naturally, our data was total, utter crap. Any sensible analysis would have error bars that, if you treat the problem linearly, would have put 0 and negative numbers within our error bars. I dutifully crunched the numbers and determined that the gravitational constant was something like 6.8m/s^2 and turned it in.
Naturally, I got a failing grade, because that's not particularly close, and no matter how many times you are solemnly assured otherwise, you are never graded on whether you did your best and honestly report what you observe. From grade school on, you are graded on whether or not the grading authority likes the results you got. You might hope that there comes some point in your career where that stops being the case, but as near as I can tell, it literally never does. Right on up to professorships, this is how science really works.
The lesson is taught early and often. It often sort of baffles me when other people are baffled at how often this happens in science, because it more-or-less always happens. Science proceeds despite this, not because of it.
(But jerf, my teacher... Yes, you had a wonderful teacher who didn't only give you an A for the equivalent but called you out in class for your honesty and I dunno, flunked everyone who claimed they got the supposed "correct" answer to three significant digits because that was impossible. There are a few shining lights in the field and I would never dream of denying that. Now tell me how that idealism worked for you going forward the next several years.)
The course was structured in such a way that you could not move on to the next lab assignment until you completed the one before it. You could complete the lab assignments at your own pace. If you failed the lab, you failed the class, regardless of your grade.
The second or third lab had us characterize the response of a transistor in a DIP-8 package, which was provided to us. If you blew it up, you got a slap on the wrist. That DIP-8 was otherwise yours for the class.
I could _never_ get anything resembling linear output out of my transistor. The lab tech was unhelpful, insisting that it must be something with how I had it wired, encouraging me to re-draw my schematic, check my wires, and so on. It could _never_ be the equipment's fault.
Eight (!) weeks into that ten week class, I found the problem: the DIP was not, in fact, just a transistor. It was a 555 timer that had somehow been mixed in with the transistors.
I went and showed the lab technician. He gave me another one. At this point, I had two weeks to complete eight weeks of lab work, which was borderline impossible. So I made an appointment to see the professor, and his suggestion to me was to drop the class and take it again. Which, of course, would've affected my graduation date.
I chose to take a horrible but passing grade in the lab, finished the class with a C- (which was unusual for me), and went on to pretend that the whole thing never happened.
After midterm, during every other lecture at least, the professor would sound a refrain: “An orbital is not a house! An electron does not live in a house!”
Final exam had a small number of complex problems to work out with pen and paper, tough stuff, lots of calculus. But the last question ended with “where does the electron live?”
That final problem, if you ignored the end wording, was super easy, something almost trivial to do with Helium iirc. The class had about 25 students in it; about 5 of us independently had the same thought: “this is a trick question, ‘the orbital is not a house in which the electron lives!’” And, independently, that’s how we five answered.
And we got marked wrong, all our course grades dropped to B+/- because of that one damn question.
Over a lunch or whatever, we discovered our shared experience and approached the professor as a group. He listened patiently and said: “Ah, right, I did insist on that idea, it’s understandable why you would think it’s a trick question and answer that way. But I still consider your answers wrong, grades stay as they are.” Some in the group even went to the dean and, to my understanding, he said it’s best to consider it a life lesson and move on.
This sentence could have also ended "my gpa dipped below the threshold for some bullshit mark it up to mark it down exercise masquerading as a scholarship and I had to re-take the class for a better grade anyway"
I remember the first time I found out that the software documentation I had been relying upon was simply and utterly wrong. It was so freeing to start looking at how things actually behaved instead of believing the utterly false documentation because the world finally made sense again.
After weeks of trying to make an appointment with the lecturer to discuss it (and being told "you failed, get over it"). I got an email from the lecturer, admitting that they'd forgotten to add my exam score to my overall score. And from this point, it took months further to get my official grade corrected.
This same lecturer also once emailed out grades by opening their whole-course grading spreadsheet, deleting all the rows except for that student's grade, and then saving it as a new file.
With 'track changes' turned on.
i spent a bunch of time trying to figure out why my 74LS20 wasn't being a dual 4-input NAND gate
turns out that was a date code, and it was some other chip entirely
1974 was a terrible year for 74xx series TTL chips
yes, i am old :-)
Major bummer that others have had differing experiences from me, here.
First part of a project was running PCR on a particular plasmid that we were going to use to transfer a gene into Drosophila. But for some reason the PCR didn't work, and I spent almost all of my time trying to get the damn thing to run.
Everyone naturally assumed I was just doing something wrong, being an undergrad with little lab experience. After about ten weeks, it turned out that the lab tech had written up the protocol wrong and I was using the wrong primers. No wonder it didn't work.
Was one of the experiences that made me realise that working in a lab really wasn't for me...
I would have been tempted to ask him to write me a check for the extra semester of tuition, but I'm sure that wouldn't have made the situation any better (and maybe would have made him more likely to grade strictly).
I had lecturers give me bonus marks above 100% because I noticed issues like this and thanked me for helping to improve the course material!
These lecturers, when merely overhearing a curious "huh?" conversation between students would spend hours of their own time scouring the library for relevant information and just "leave" photocopies for students to find the next day.
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I took an exam in a high school science class where I answered a question with the textbook's definition exactly as presented in the textbook, complete with the page number the definition was found on. I knew a bit about the topic, so I then cited outside scientific sources that explained why the definition was incomplete. There wasn't enough room to complete my answer in the space provided, so I spiraled it out into the margins of the exam paper.
My teacher marked my answer wrong. Then crossed that out and marked it correct. Then crossed that out, and finally marked it wrong again. During parent-teacher conferences, the science teacher admitted that even though I answered the question with the exactly correct definition, my further exposition made him "mad" (his word), and because he was angry, he marked it wrong.
Grading is boring, tedious, and quickly wears down one's enthusiasm. The words of M Bison come to mind: "For you, the day Bison graced your village was the most important day of your life. But for me, it was Tuesday."
That’s grounds for termination to me. Seriously. I would put this man out of a job and endanger the livelihood of him and his family for this kind of shit.
Reminds me of Feynman's "Cargo Cult Science" essay[1]
Yeah, not sure I'm 100% agreed on that last statement (:[1] https://calteches.library.caltech.edu/51/2/CargoCult.htm
The actual history is a bit more complex and certainly is not reflected accurately in Feynmans retelling (maybe he was affected by confirmation bias?). See this stackoverflow discussion: https://skeptics.stackexchange.com/questions/44092/is-feynma...
https://en.m.wikipedia.org/wiki/Oil_drop_experiment
Assuming Feynmann's statement is true, I find it even more remarkable that Millikan's electron charge research was published in Science AND won him a Nobel Prize without anyone noticing the very apparent mistake of using an incorrect value for the viscosity of air.
I was the only person in class that chose to do my own method. And, it didn't work because I didn't account for an environmental difference between my house and the school classroom. And, he gave me a failing grade.
It really killed my interest in physics for a long time. I focused on biology from then through college.
Ultimately, the problem was that he didn't make clear that the only thing that we were being graded on was accuracy, not experimental methods or precision. (My solution was precise, but inaccurate; whereas the standard solution was accurate but imprecise) Also, it's possible everyone else in class knew the culture of the school, and I didn't because it was my first year there. So, I didn't realize that they didn't value creativity in the way I was used to.
Our design was very, very good in that regard. (I used insulation building material from the house my family build at that time) But granted, it was not so pretty.
But that was not a stated goal. But when it came to grades, suddenly design and subjective aesthetics mattered and a pretty house, but useless in terms of insulation won. And we did not failed, but got kind of a bad result and I stopped believing in that teachers fairness.
I write learning software, and this is an interesting pedagogical weakness we've become aware of when giving feedback (the asymmetry of learning opportunity in correct vs incorrect). It can be improved through overall design, and in a digital context there are also other opportunities.
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It turned out the TA had sabotaged the experiment by putting alcohol in the bottom of the (dark glass) measurement bottle, so the measurement would be of the constant of “air with a fair amount of alcohol vapor in it”, which would give a different constant. And if you actually did the exercise, you'd get that “wrong” number, and that would be the only way to get the lab approved.
I lived a very similar experience:
My 4th year computer science professor in software engineering assigned us a four-phase programming assignment for the semester.
My teammate and I spent several sleepless days on the first assignment, and felt some of the requirements were contradictory. Finally we reached out to the professor, and he formally clarified the requirements. We asked him, "well OK, if requirements are unclear, what are we as students supposed to DO?!?" and he answered - exactly what you did; ask the user/client for clarification. "OK, but what if we hadn't, what if we just made assumptions and built on those??". And his eyes twinkled in a gentle smile.
My team mate and I had worked in the industry as summer students at this point, and felt this was the best most realistic course university has offered - not the least because after every phase, you had to switch code with a different team and complete next phase on somebody else's (shoddy, broken, undocumented) code. This course was EXACTLY what "real world" was like - but rest of the class was trained on "Assignment 1, question 1, subquestion A", and wrote a letter of complaint to the Dean.
I understood their perspective, but boy, were they in for a surprise when they joined the workforce :)
The rumour was that the previous years class had one engine where the ignition rotor arm wire had been replaced by section of coloured plastic which was covered in the usual grease and crap in the housing.
The instructor was looking for persistence and elimination of possibilities rather than actually solving it. But one team did. As long as you solved the others that was enough to complete the class.
I'm all for exposing students to something unknown, but telling them they're doing X when it's really Y for anything longer than a single lecture ain't it.
One cannot argue that this is fair on the basis that it's the "real world", because all that does is reward the sloppier (middle) approach. It filters the very lazy from the average, but at the expense of the excellent.
> Then I held up the elementary physics textbook they were using.
> There are no experimental results mentioned anywhere in this book, except in one place where there is a ball, rolling down an inclined plane, in which it says how far the ball got after one second, two seconds, three seconds, and so on.
> The numbers have ‘errors’ in them – that is, if you look at them, you think you’re looking at experimental results, because the numbers are a little above, or a little below, the theoretical values. The book even talks about having to correct the experimental errors – very fine.
> The trouble is, when you calculate the value of the acceleration constant from these values, you get the right answer.
> But a ball rolling down an inclined plane, if it is actually done, has an inertia to get it to turn, and will, if you do the experiment, produce five-sevenths of the right answer, because of the extra energy needed to go into the rotation of the ball.
> Therefore this single example of experimental ‘results’ is obtained from a fake experiment.
> Nobody had rolled such a ball, or they would never have gotten those results!
Reading your post, I now realize education is dysfunctional in the entire world, not just in my country. Small comfort.
This, so much this. I disliked any lab work in my science classes (in HS/College) for this exact reason. I can't tell you how many numbers I fudged because I wasn't getting the "right" results and there was no time/appetite/interest in figuring out why it was wrong, my options were lie and get a good grade or report what I saw and get a bad grade.
And yes, in college specifically, the equipment we were working was rough. There was so much of "let's ask the other 2 groups near us and we will all shave our numbers a bit to match/make sense".
1. Most students don't want to have to think. As a student I was always annoyed that we'd be given exact instructions with an exactly know result to reproduce, while this is generally not how real experiments work. So when I designed an experiment I wrote instructions that reflected more the real life experience, I.e. instead of "place the lens A 10mm from object B" it was "place the lens one focal length away from the object, to know the focal length of your lens you can use a light source at Infinity (far away)." after I left my university the instructions were reverted back because students complained that they didn't get step by step instructions.
2. Students dutifully write down a measurements that is of several orders of magnitude with absolutely no acknowledgement/discussion. I have seen speed of light barely faster than a car and mass of a small piece material in 100s of kg (usually because students forget a nano or giga in a calculation), without any discussion that the result is nonsensical.
3. Similar they make a fit like the one in the OP and don't even discuss the error bars. Or (and that's already the better students) they make a fit with tiny error bars, but get the wrong result (typically due to some mistake like above) and in the discussion say the difference to an expected error is due to measurement error.
Now I also know that there are crappy graduate students who teach because they are teaching the "only get the correct result" but it's often very difficult to improve teaching because students will immediately complain that they have to adjust to changes.
I've run the exact lab you're describing, and I think we gave full credit for anything between 5m/s^2 and 20 m/s^2 provided there was some acknowledgement that this was at odds with what was expected. We very often would check in halfway through class and either tell the kids what they were doing wrong, or even tell them to write something 'this is at odds with literally all known science and I think I don't trust this'. For this particular lab, I've never seen errors as large as the ones you've described, so your lab was likely very poorly set up.
In other cases, I've made extra time (and allow students to come in) in case their numbers were so weird as to be problematic; just depends on the lab. Any teacher worth their salt will do this. It's a shame the teachers you had were terrible and incentivized bad stuff.
If being in a lab has taught me anything, it's that doing good science is often morally difficult. Sticking by your guns is hard.
But you are right in some sense: there are definitely incentives to... misreport. The best we can do as teachers is to reduce those as much as possible and reward kids/students for being honest.
Our class had some kind of device that would either punch a hole, or make a mark on paper at a regular time interval. We attached a narrow strip of paper to the ball, and let it pull through the marking device as it fell from the bench to the floor. We then measured the distance between each mark, noting that the distance increased with each interval, using this to calculate g. I don't recall anything more than that, or how I did on that lab. I received a 50 one marking period for lack of handing in labs, but had a 90+ average otherwise in the class.
So you debate with yourself between writing down the effect you got (and trusting that you will be rewarded for integrity and effort and rigor), or simply writing down what you know the effect was supposed to be.
Most people (smartly) do the latter.
Don't expect the same choices to make sense if you go somewhere people actually care, that would make you a bad student.
Or there could be some air resistance if you used, like, ping-pong balls.
The teacher had us using a stopwatch on our phones. We would repeat the experiment several times and average the result, because manually doing a stopwatch was terrible- multiple samples kinda helped.
My group figured out we could get things way more accurate if we videoed the experiment in slow-motion with a phone, keeping a digital stopwatch in frame. It took an extra step of math, subtracting out the start time, but in slow motion we could be accurate to 1/120th of a second. Our results were easily the most precise in the class. Equipment can make a huge difference, and slow motion video was considerably more accurate than “Mike trying to time it right”
Math and some sciences have the aura of definitive right and wrong, so even though by college everyone knows the expression "give the answer the teacher wants to hear", they just think in those subjects the teacher has access to absolute answers.
The primary thing taught by our schooling system (and 2nd place isn't even close) is bureaucracy obedience. This has the obvious effects, but one of the subtler ones is deference to "science" as an authority requiring obedience rather than the process of figuring shit out.
I don't recall ever being marked down for failing to obtain the "correct" result the impression I came away with was so long as you were thorough in your discussion and analysis the exact result was less important.
I can remember my second year thermodynamics class had a fairly complicated lab which involved taking measurements from inflow and outflow of various heat exchangers in a variety of configurations (Counter flow, Cross flow etc) then computing the efficiency of each configuration. I recall getting into minutiae in the report about assumed friction factors and suggested methods to asses the smoothness of the pvc pipes etc. to improve the accuracy of calculations etc.
I took my physics/chem labs at a not particularly good university, and got points for having valid calculations, whether or not they matched the correct values. I felt that the labs themselves were a little bit patronizing and a waste of time, but at least they were designed in the direction of making us perform experiments and do measurements.
But... there's a point in one's development as a science student, where science becomes more nuanced than "doing your best and honestly reporting what you observe." Those things will always be there of course. But in an experimental science, doing an experiment and getting accurate results is a vital skill, or you'll never make progress.
Naturally you have no standard for checking a measurement whose result is truly unknown, but you can insert the equivalent of breakpoints where you make sure that the same data do reproduce known results. Ironically for the discussion here, those are called "gravity tests." Students need to know at some point if they're going to like the experimental side of science. Getting things right is part of it. Some people don't belong in the lab.
I happen to be stuck at the "gravity test" level in my day job. My experiment produced a calibration that's reproducible, and that I could use, but it doesn't make sense. I'm not going to move forward until it does.
The problem with a lot of teaching is that the purpose of the lesson is never explained, and the nuanced view is never spelled out.
Wouldnt've helped me before late high school, but that "whether or not the grading authority likes the results you got" part cuts both ways. That is, if you put some extra effort into presentation, you can get at least some of authorities to recognize your effort. Or, if you're really good, you can even bullshit wrong results past them, as long as you give a strong impression of competence.
Or at least that's what undergrad studies taught me; for random reason I went into overkill for some assignments, and I quickly discovered this worked regardless of the validity of my results.
I guess a big part of it is that most other people a) don't really put in much effort, and b) don't see any importance of the work in larger context. So I found that if I showed (or faked) either, I was set; show both, even better.
(Though it didn't work 100% well. I distinctly remember spending a lot of time figuring out how to simulate lexical scope and lambdas with strings & eval in Lotus notes. My professor was impressed, even suggesting I write the details up, but then she proceeded to fail me on the exercise anyway, because I didn't actually do half of the boring things I was supposed to.)
(It also taught me to recognize when someone else's deploying smokescreens of competence to pass lazy or bad results.)
We also were supposed to read the greatest papers in the field to learn about the field from the primary sources, also a laudable purpose.
Unfortunately, these two things were put together, and we were expected to produce "critiques" of the greatest papers in the field.
Now, I've told this story a couple of times, and always some anklebiter jumps up from the replies to point out that even the greatest papers can have mistakes or be improved or whatever. Which is in principle true. But when Einstein comes up to you and for the first time in world history explicates his new theory of relativity, you aren't doing him, yourself, or the world a favor by "critiquing" his choice of variable names, quibbling about his phrasing, or criticizing him for not immediately knowing how to explain it the way physicists will explain it after over 120 years of chewing on it.
In practice, there is no practical way to "critique" these papers. They are the ones that have slugged it out with hundreds of thousands of other papers to be getting recommended to undergraduate students 20-40 years later. There is no reason to believe that anything a college junior, even one from decades down the line, is going to give any suggestions that can improve such papers.
So what I learned is that I can just deploy a formula: 1. Summarize the paper quickly, ideally with some tidbit in it that proves you really read it 2. Use my decades of foresight to complain that the author didn't do in this paper something the field built on it later, quite possibly led by the same author (I dunno, I didn't check of course, I'm just complaining) 3. Say "more research is needed"... it's a cliche for a reason -> Get an A every single time, despite putting no real cognitive effort into the critique.
I did at least read the papers for real, and that was fine, but my "critique" was 100% presentation, 100% genuflection of the ritual words of science, knowingly shorn of meaning. Heck, even now I don't think I feel bad about that; I just delivered what was asked for, after raising the objection once. At least we read some of the literature, and that is a skill that has served me for real, in real life, even though I did not go into academia proper.
I got called up in front of class and punished for cheating on a length estimation assignment.
They told everyone I was a cheater that used a ruler :P
Besides contributing to the sob stories, my point is maybe some of those kids got lucky with a good measurement/timer. Sorry you had a really bad teacher.
One of these. https://www.physicsforums.com/threads/the-history-of-ticker-...
The inevitable happened, after the years of classroom abuse the timer provided enough friction that the falling object swung on the paper like a pendulum and slowly made its way to the ground over the course of about 5 seconds.
We analysed the meaningless dots on the paper and wrote up a calculation of gravity of 9.6m/s^2 attributing the 0.2ish to 'possible friction or accuracy of the timer'
This taught me more about science than I care to think about.
I measured a 9.86[1] :-) Mostly dumb luck. But most people in the class would get decently close (9-10.5).
[1] The correct value is closer to 9.81.
Yet in my class we still had results as low as 7 and as high as 12. We all got passing grades. But the protocol for these lab assignments was always such that you had to have your "measurements sheet" signed by the professor, and you turned it in with your report later.
Even if you don't yet have formal statistical chops, it should be at least possible to show cumulative distribution function of results that will convey the story better than a single answer with overly optimistic implied precision.
You're certainly correct that the true value would have been in our error bars, and one of those good teachers I acknowledge the existence of in my large paragraph, sarcastic as it may be, could conceivably have had us run such a garbage experiment and shown that as bad as it was, our error bars still did contain the correct value for probably all but one student or something like that. There's some valuable truth in that result too. Cutting edge science is often in some sense equivalently the result of bodging together a lot of results that in 30 year's hindsight will also be recognized as garbage methodology and experiments, not because the cutting edge researchers are bad people but because they were the ones pushing the frontier and building the very tools that later people would use to do those precision experiments with later. I always try to remember the context of early experiments when reading about them decades later.
It would also have been interesting to combine all the data together and see what happened. There's a decent chance that would have been at least reasonably close to the real value despite all the garbage data, which again would have been an interesting and vivid lesson.
This is part of the reason this is something that stuck with me. There were so many better things to do than just fail someone for not lying about having gotten the "correct" result. I'm not emotional about anything done to me over 30 years ago, but I'm annoyed in the here and now that this is still endemic to the field and the educational process, and this is some small effort to help push that along to being fixed.
https://archive.org/details/Fantasy_Science_Fiction_v056n06_...
Why I am making my exit from academia and research entirely as soon as I finish my PhD. The system is filled with wonderful, intelligent people but sadly simultaneously rotten to the core. It in fact, did not get better as I moved from undergrad to grad school.
In my case it was a slide on an air cushioned aluminum beam.
And the interesting part was that for some reason, if we pulled it up towards the top, behind some point it used shorter time to travel across the whole beam.
I put quite some effort into figuring out why, repeating it again and again, studied the beam to see if there was any irregularities, brainstormed on why this happened.
My physics teacher really liked that at least some of his students had dug into it (I think we weren't the only group) and made it very clear in the feedback (he did not mention who had gotten it wrong, just that some had observed this and looked into it instead of covering it up or throwing away the data we didn't like).
Didn't exactly enjoy school, but people like him made it a lot better.
We got good grades.
Is it like 5 people doing real science and everybody copying their homework? I mean, we've got technology to prove that a lot of natural science must be right in some way, so somebody is doing real discovery and real experiments. Right?
Our results were close enough that we could still easily determine the phenotype and genotype of the parent and grandparent Fruit Flies (red/black eyes), but it was kind of a bummer to be punished in a highly error prone experiment (flies dying from too much ether, flies flying away, flies getting stuck in food and dying, etc).
It did teach me to be more careful when running experiments but I probably would have given myself a C, not a D
In Belgium (Gent to be more specific) where I'm from, there is a high cultural degree of critical thinking, and if I handed in a report like that, with the accompanying numbers, our teacher would not have given it a failing grade. Especially if the report was accompanied with either a written or verbal disclaimer mentioning the limitations of the measuring equipment and that the results didn't match your expectations.
I remember being really consistent with the stopwatch in one exercise, so sadly the spread of measurements (implying a natural uncertainty) was small. That was bad!
His lectures were full of incorrect facts. He would ask the class questions and give us wrong answers. I’ve never seen a man so confidently incorrect.
He wrote a book about the fourth industrial revolution in which he used the introduction to brag about all the places he used for writing his book. Including his home in a upper class neighborhood, his home abroad, cafes around the world, etc. His book also contained errors that a simple google search would’ve helped him correct.
A lot of the stuff he taught were interesting. But all the contents of the course could’ve been covered in a video or two.
In my final paper I wrote about how the popularity of new tech can regress even though the tech gets up to great quality. He had stated that you wouldn’t see a computer science student using a laptop after 5 years (this was 10 years ago). They would all be programming on their ipads because the touch screens had become so good. As well as how everyone in their fields were replacing their interfaces with touch screens. I wrote about how mechanical keyboards and physical midi controllers had never been as popular in many fields like audio and video production.
Needless to say. I failed the class. I was just supposed to regurgitate his blogs and opinions.
This was not the only thing to make me lose most all my confidence in any higher education at a time. I went from critical thinking to skeptical thinking. And it was not solely because of my opinions about this teacher. It was because of the opinions of his peers and in how high regard he was kept in the academic society.
I learned that schools are not institutions of science. They’re more like a Church of Science or at the very best, Science’s weird fan club with a weird internal popularity power struggle.
Edit: A word.
I'm convinced 60% of the class faked results or copied many results from previous year's students.
You always got partial credit even if you made a mistake as long as the following results were achieved using the correct method and with the correct calculations despite one of the inputs being wrong due to a previous error.
I'm sure nowadays the experiment would just be one slow-mo video on your phone.
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I think we should definitely not learn from this that science still works despite those things. Because then it's easy to just say it is what it is. I think it's much more helpful to be critical of the scientific process (scientific policies in particular) and see how it can be improved. As I said many times before here on Hacker News, basically nothing in science has changed since papers like Why Most Published Research Findings Are False by Ioannidis have come out. I think we as civilians should demand more from science than a bunch of false papers behind paywalls.
Any amount of critical views tends to result in your work torn to pieces and you getting a shitty grade.
Your architecture professor likes turrets? Then better put them even on the chicken coop - that way he'll no you're one of the students who gets it.
Your lit professor loves a certain philosopher? - better not point out that you find his arguments circular, ponderous and betraying a lack of broad perspective.
This has been utterly weird to me considering I have encountered way less (but not zero) of this thing in engineering, and art is supposed to be about developing your self-expression, but I've heard this criticism so many times from so many places and formulated so strongly. I've had many people flat out leave their educations because of this, with others just quietly powering through.
This in of itself has changed my view of art education, and I've told many people to stay away from these places not because of the usual 'it's useless and you'll starve to death arguments' but because of this.
She had planned on teaching a lab on gravity and acceleration that day, but she was having trouble getting the right experimental results. Now, this story is not going to reflect well on her, so I want to say up front that she was already taking physics education at my high school to unprecedented heights by 1) trying out the lab on her own before trying to teach it, and 2) actually giving a shit about the results. I doubt the coach who had previously taught physics ever bothered to do any of the experiments himself, and I'm guessing everyone who ever turned in a lab report to him got an A regardless of the contents.
So there I am, a future physics major walking into a physics classroom for the first time in my academic career. I'm nervous because I have a reputation as a smart kid, and specifically as a smart science and math kid, but I was better with math and theory than with machines and measurements. I'm excited about getting to look smart in front of the other kids, but I'm also sweating bullets that there might be something about the equipment that I might not be able to figure out. So I ask her to show me what the experiment is and how she's doing it.
The experimental setup is a small but heavy piece of metal attached to a long, thin strip of the kind of paper used for carbon copies. (Or carbonless copies maybe. You know the paper where you write on one sheet, and there's a pressure-sensitive sheet underneath that creates a copy? It was a long strip of that pressure-sensitive paper.) The final piece of the experimental setup was a loud clacking thing that the strip of paper fed through. When it was turned on, a little hammer inside it slammed down every 1/4 of a second. The idea was, as the paper traveled through, the hammer left a mark every 1/4 of a second, and you could measure how far the paper traveled in each interval between the hammer strikes. Much more precise than a stopwatch!
You have already figured out how the experiment works. You hold the clacker at a fixed height against the wall or some other high fixed point, thread the weight end of the paper through it, turn the clacker on, drop the weight, and the clacker leaves marks on the paper that let you calculate g.
The teacher understood this, to an extent. But she decided that it would be less of a logistical hassle if the students did the experiment at their lab tables, by holding the clacker on the table and pulling the weight horizontally across the table with their hand. She tried this quite a few times herself, plotted the numbers, and could not get the plot to look like a parabola like in the textbook. I explained to her, "We're measuring gravity, so gravity has to do the work. If we move it with our hands, we're just measuring our hands. If gravity moves it, we'll measure gravity." We tried it, it worked, and she sent me back to whatever class I had been in when she sent for me.
Sounds like there was more nuance to the story.
Fortunately, this was closer to a one-off problem in an otherwise acceptable class rather than a systematic issue.
The closing sentence is also prescient; the author pivoted to CS, ultimately completing his doctorate at the University of Wisconsin at Madison
https://pages.cs.wisc.edu/~kovar/
I'm glad he's doing well.
This is both hilarious and more common than you might think. In my field of expertise (ultrafast condensed matter physics), lots of noisy garbage was rationalized through "curve-fitting", without presenting the (I assume horrifyingly skewed) residuals, or any other goodness-of-fit test.
Honestly, I'm kind of frustrated now, too many work is close-source in this area. The research paper will tell you everything except how to reproduce this work in minimal effort, it's like they are hiding something.
They also using a `Origin` to plot and MS Word to write paper, which is also non-free licensed, and made them harder to collaborate and reproduce.
They are. I used to work in an adjacent field. Everyone was open about doing it - they're competing with others for grants, and worry that if they reveal the secret sauce, others will move faster than they can.
You can say you performed a DFT calculation to get the result, but anyone who's studied these types of simulations/calculations knows that it's highly nontrivial to implement, with lots of coding and numerical tricks involved. So it's extremely hard to reproduce if you don't have detailed access to the algorithms.
Saying "I used DFT" is like saying "I used a computer", its nowhere near enough info to reproduce the work
In the area of deep learning based simulations, one good example of an open software is netket. The researcher their is pretty active in terms of github/gitlab/huggingface ecosystem.
Open source tool or not, I don't care at all as I get the science right. I have already enough frustration dealing with my samples, so I simply want the least frustration from the software I use to plot.
Its annoying that you cannot create a broken axis out-of-the box, but I am sure you can wrap this to make your own convenience function: https://matplotlib.org/stable/gallery/subplots_axes_and_figu...
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Making this measurement (an ancient discovery) with latest equipment is easy, but imagine what it might have been like for the people who actually discovered this property of germanium. Our tools/probes cannot advance much faster than our understanding of a (related) subject -- we are constantly inventing/improvising tools using cutting edge scientific knowledge from a related field.
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I've been wrestling with a cantankerous experiment for a couple of weeks. It produces reproducible results, but they don't make sense, and the work is not in a domain where discovering new physics by accident is likely.
> Ph.D. Computer Science, November 2004 > University of Wisconsin, Madison
> M.S. Computer Science, May 2001 University of Wisconsin, Madison
> B.S. Physics, June 1999 Stanford University
[1] https://pages.cs.wisc.edu/~kovar/cv.html
EDIT:
Went on to work at IL&M for 5 years and has been at Google for 14 [2]. My guy did indeed end up rolling in cash haha
[2]: https://www.linkedin.com/in/lucas-kovar-185a3531/
(at most: https://web.archive.org/web/20001031193257/http://www.cs.wis...)
Looks like he went on get a PhD in CS and is now a staff SWE at Google, according to his LinkedIn. Guess he's rolling in cash after all.
Happy he made the leap and at least get's paid well now (I hope).
It was probably actually written sometime prior to June 1999, because that's when the author got his Physics BS at Stanford (https://pages.cs.wisc.edu/~kovar/cv.html).
I kinda want to know more of the backstory around this. What grade did he get? Or was this a private venting exercise he later put up on his webpage, once he was well clear of the course?
The author did eventually go into CS, I wonder if this project was his actual breaking point.
https://pages.cs.wisc.edu/~kovar/bio.html