Part I: Understanding the Scientific Hypothesis Part II: Writing the Scientific Hypothesis A hypothesis is an "educated guess." It can be an educated guess about what nature is going to do, or about why nature does what it does. What makes a statement a scientific hypothesis, rather than just an interesting speculation? A tentative, testable, and falsifiable explanation for an observed phenomenon in nature. A scientific hypothesis must meet 2 requirements: A scientific hypothesis must be testable, and; A scientific hypothesis must be falsifiable. Science proceeds by making observations of nature and formulating educated guesses (hypotheses) about how nature will behave for further investigation. If a hypothesis does not generate any observational tests, there is nothing that a scientist can do with it. Arguing back-and-forth about what should happen, or what ought to happen, is not the way science makes progress. WHAT HAPPENS IS WHAT HAPPENS REGARDLESS OF WHAT YOU THINK SHOULD HAPPEN! Let’s see if … doing an experiment to see if a change occurs is not a hypothesis, it is a fishing expedition. Testing to see if one “thing” is (better, faster, larger … fill in the blank) than another “thing” is not a hypothesis. Example: To see if soap A kills more bacterial than soap B. That is consumer testing but is not hypothesis-based science. A hypothesis is not a “hunch”, an unsupported idea, or a random concept. A proper hypothesis is not formed as a question, it should be a statement. This statement may or may not be true, but it is not a scientific hypothesis. By its very nature it is not testable. There are no observations that a scientist could make to tell whether or not the hypothesis is correct. Ideas such as Hypothesis A are interesting to think about, but science has nothing to say about them. Hypothesis A is a speculation, not a hypothesis. The word "predictions" can often cause confusion, since we commonly think of a prediction as telling about something that is going to happen in the future, like "Next year, Lindsay Lohan will marry a frog." A scientific prediction is not something that is going to happen, but rather something that is happening right now, but no one has ever noticed. In other words, a prediction suggests a test for the hypothesis. The test can be an experiment or it can be an observation from nature. To say that a hypothesis "generates predictions" means the same thing as saying the hypothesis "is testable". This hypothesis is testable, but it is not a scientific hypothesis. Hypothesis B may be either correct or wrong. If it is correct, there are several ways that its correctness can be proven, including: 1. 2. 3. A space probe sent from earth to explore the universe sends back the news that it has discovered an inhabited planet. (This news is later confirmed by other space probes.) Radio telescopes on earth begin to receive signals from somewhere in the Andromeda Galaxy that appear to be reruns of the "I Love Telek" show. Knock, Knock. "Greetings, earthling! I am Telek from the planet Zoron in the Andromeda Galaxy. I have just landed in your backyard. Take me to your leader.” So, if Hypothesis B is true, there are observations that scientists could make that would prove its correctness. But, the hypothesis may be wrong. (Most hypotheses are...) If Hypothesis B is wrong, there is no test that will prove it. If one of our space probes never finds an inhabited planet, it doesn't mean that one doesn't exist. If we never receive signals from space, or Telek never lands in your back yard, that does not prove that the hypothesis is wrong, either. Hypothesis B is not falsifiable. Hypothesis C is a scientific hypothesis because: It is testable - pick 2 objects, and drop them. Of course, you may have to provide a vacuum for them to fall in, in order to remove air resistance from consideration. It is falsifiable - If anyone finds 2 objects that don't hit the ground at the same time and can show that it is not due to air resistance, then she has proven the hypothesis wrong. This hypothesis "sticks its neck out" for every test. In theory and in practice, if Hypothesis C were wrong, it would be very easy and straightforward to show it. It is relatively easy to gather evidence for just about any idea, but a hypothesis is essentially worthless unless it is "risky" - it must make predictions that could contradict it. The process of gaining real confidence in a hypothesis, then, is not in accumulating evidence in its favor, but rather in showing that situations that could establish its falsity don't, in fact, happen. Note that it is very easy to prove Hypothesis C wrong (if it were), but it is impossible to prove it correct! Since Hypothesis C states that any pair of objects behaves in a certain way, in order to prove it correct, all possible combinations of objects that exist (or have ever, or will ever exist) must be tested. This is clearly not possible. As we test Hypothesis C more and more, we can get more and more confident in its truth, but we can never be absolutely sure. Someone could always come up with 2 objects tomorrow which don't behave exactly as Hypothesis C says they should, and this would make Hypothesis C incorrect. It sometimes bothers people that scientific facts, hypotheses, laws, and theories generally can't be proven to be true. It generally doesn't bother scientists, however. You might say, "Can't scientific hypotheses be phrased so that they could be proven true?" Hypothesis D is a scientific hypothesis - it is testable, and it is falsifiable. There are two problems with it, however: It is a very wimpy hypothesis. Compared to Hypothesis C, which is quite powerful and useful, Hypothesis D is practically useless, and; Hypothesis D can't be proven correct, either! Who is to say that someone won't show up tomorrow with some brand new, super-sophisticated, high-tech measuring instrument and say "Look! My measuring device clearly shows that the little object hits the ground fully a half a trillionth of a second before the big one." The best we can ever say (as scientists) is something like, "It certainly appears to me at this time that both objects hit the ground at the same time." Even timid little Hypothesis D cannot be proven to be absolutely true! If a hypothesis fails a test, it cannot be true, and it must be modified or discarded. In science, if there is a conflict between observation and hypothesis, the hypothesis loses. It doesn't matter whose hypothesis it is or how famous they are - if the hypothesis does not conform to reality it must be rejected. Personal anecdote: A scientist I know very well spent 10 years gathering evidence for a hypothesis and never falsified it, that is until this year. His hypothesis failed scrutiny based on ONE REPEATABLE EXPERIMENT even though 10 years of extensive research said it was likely correct. He discarded the hypothesis. He is actually happy with this. Why? Because “Not only do I now know more about nature, but I also will not be spending another 10 years chasing after something that is just plain wrong.” With a QUIZ!!! True False True False True False True False A. Testable B. Falsifiable C. Wrong D. Correct E. Both A and B A. Testable B. Falsifiable C. Wrong D. Correct E. Both A and B Found in a science book Nonsense! Hypotheses never become theories! Agreed upon by several competent people Tested multiple times by multiple methods and scientists, and never once be reliably falsified Found in a science book Nonsense! Hypotheses never become theories! Agreed upon by several competent people Tested multiple times by multiple methods and scientists, and never once be reliably falsified The scientists should report that it turns blue. B. The experiment must be ignored. C. The experiment must be repeated until someone gets the correct results. D. The hypothesis is wrong, it must be discarded or modified. E. The experiment must be modified to produce the correct results. A. The scientists should report that it turns blue. B. The experiment must be ignored. C. The experiment must be repeated until someone gets the correct results. D. The hypothesis is wrong, it must be discarded or modified. E. The experiment must be modified to produce the correct results. A. Scientific because it is testable Scientific because it deals with scientific things Not scientific because it is not testable Not scientific because it is not falsifiable None of these Scientific because it is testable Scientific because it deals with scientific things Not scientific because it is not testable Not scientific because it is not falsifiable None of these Data Theory Law Hypothesis Conclusion Data Theory Law Hypothesis Conclusion If [Hypothesis] is correct, and I do [Experimental Methods], Then [Prediction] will happen. (IF hypothesis, AND method, THEN prediction) Problem: Battery operated car does not go fast enough. Engineering goal: Make the car go faster Hypothesis: Electricity is more powerful than batteries Prediction (with methods): Powering the car with electricity will make the car go faster. Scientific hypothesis [Putting it all together]: If [Hypothesis] is correct, and I do [Experimental Methods], Then [Prediction] will happen. Problem: Battery operated car does not go fast enough. Engineering goal: Make the car go faster Hypothesis: Electricity is more powerful than batteries Prediction (with methods): Powering the car with electricity will make the car go faster. Scientific hypothesis [Put it all together]: If electricity is more powerful than batteries, and I replace batteries with electricity from the outlet, then my car will go faster. Observation: flashlight doesn’t work. 1. Explanation (hypothesis): the batteries are dead. 2. Explanation (hypothesis): the bulb is burned out. Prediction (with methods): replacing the batteries will make the flashlight work. Scientific Hypothesis: If [Hypothesis] is correct, and I do [Experimental Methods], Then [Prediction] will happen. Observation: flashlight doesn’t work. 1. Explanation (hypothesis): the batteries are dead. 2. Explanation (hypothesis): the bulb is burned out. Prediction (with methods): replacing the batteries will make the flashlight work. Scientific Hypothesis: If the dead battery hypothesis is correct, and I replace the batteries with new ones, then the flashlight should work. Observation: flashlight doesn’t work. 1. Explanation (hypothesis): the batteries are dead. 2. Explanation (hypothesis): the bulb is burned out. Prediction (with methods): replacing the batteries will make the flashlight work. Scientific Hypothesis: If the dead battery hypothesis is correct, and I replace the batteries with new ones, then the flashlight should work. Flashlight works! Test of hypothesis #1 supports/does not falsify the hypothesis. The above hypothesis is both testable and falsifiable. Observation: When our hands are cold, we lose our fine motor skills. So breaking toothpicks requires fine motor skills, doesn’t it? Let’s do an experiment with toothpicks where we break them with our hands at two different temperatures and see what happens. Hypothesis: I can break more toothpicks with my hand when it is warm than I can when my hand is cold. No. This is simply a prediction, not a hypothesis in the scientific sense. This phrasing shifts away from investigating cause and toward simply confirming an observation. Observation: When our hands are cold, we lose our fine motor skills. So breaking toothpicks requires fine motor skills, doesn’t it? Let’s do an experiment with toothpicks where we break them with our hands at two different temperatures and see what happens. Hypothesis: If I break toothpicks for one minute with my warm hand and then with my cold hand, then I will break more toothpicks with my hand when it is warm. No. This is a method followed by a prediction—there is still no apparent reason for doing this experiment. What explanation is being tested? Observation: When our hands are cold, we lose our fine motor skills. So breaking toothpicks requires fine motor skills, doesn’t it? Let’s do an experiment with toothpicks where we break them with our hands at two different temperatures and see what happens. Hypothesis: If I break toothpicks for one minute with my warm hand and then for one minute with my hand after soaking it in ice water for five minutes, then I will break more toothpicks with my hand when it is warm BECAUSE low temperatures suppress muscle contractions and thus fine motor skills. Almost. But this form puts the hypothesis being tested, that cold suppresses muscle contractions, at the end of the statement, in the conclusion, rather than in the beginning where the hypothesis belongs. Also, the use of the word Because suggests truth and removes the necessarily tentative nature of the hypothesis. Observation: When our hands are cold, we lose our fine motor skills. So breaking toothpicks requires fine motor skills, doesn’t it? Let’s do an experiment with toothpicks where we break them with our hands at two different temperatures and see what happens. Hypothesis: If low temperatures suppress muscle contractions and thus fine motor skills, and I break toothpicks for one minute with my warm hand and then for one minute with my hand after soaking it in ice water for five minutes, then I will break more toothpicks with my hand when it is warm. Yes. This begins with the hypothesis that low temperatures suppress muscle contractions, and beginning with the word if makes the hypothesis tentative. This form also includes how this hypothesis will be tested, and ends with a specific, measurable, predicted outcome of the experiment. Silver salmon (Oncorhynchus kisutch) are born in the headwaters of Pacific Northwest streams. Young salmon grow and mature sexually in the Pacific Ocean. By tagging young salmon, biologists discovered that mature salmon actually return to reproduce in precisely the same headwaters where they were born some years earlier. This discovery raised a very interesting causal question: How do returning salmon find their home stream? By borrowing explanations from other animal taxa, A. D. Hasler (1960) generated three hypotheses for salmon navigation: (1) salmon use sight; (2) salmon smell chemicals specific to their home stream; and (3) salmon use the Earth’s magnetic field. Hasler, Arthur D. 1960. Guideposts of Migrating Fishes. Science 132:785-792 If … salmon find their home stream by sight (sight hypothesis), and … a group of non-blindfolded salmon and a group of blindfolded salmon from the Issaquah and East Fork streams are released below the fork where the two streams join (planned test), then … the non-blindfolded salmon should be recaptured in their home stream more frequently than the blindfolded salmon (prediction). Lawson, Antone E. 2004. The Nature And Development of Scientific Reasoning: a Synthetic View. International Journal of Science and Mathematics Education 2:307–338. Now it is time for you to be the judge! “If a plant receives fertilizer, then they will grow to be bigger than a plant that doesn’t receive fertilizer.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “If a plant receives fertilizer, then they will grow to be bigger than a plant that doesn’t receive fertilizer.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “The hypothesis of this study was that cattle presence would have an adverse impact on the terrestrial salamander population.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “The hypothesis of this study was that cattle presence would have an adverse impact on the terrestrial salamander population.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “It is hypothesized that in the early time intervals of data collection, the cells fed with TGF Beta will at first be suppressed by the hormone.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “It is hypothesized that in the early time intervals of data collection, the cells fed with TGF Beta will at first be suppressed by the hormone.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Ground level ozone will be higher in areas of Fairfield, Iowa, with more traffic.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Ground level ozone will be higher in areas of Fairfield, Iowa, with more traffic.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Earthworm activity will alter the chemical trajectory of leaf litter from background fungal dominated decay paths.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Earthworm activity will alter the chemical trajectory of leaf litter from background fungal dominated decay paths.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “If pH is a factor in the decomposition of H2O2, then lowering the pH will inhibit the rate.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “If pH is a factor in the decomposition of H2O2, then lowering the pH will inhibit the rate.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “It is hypothesized that if the bridge’s structural width is changed from 40 mm to 30 mm to 20 mm, then the structural efficiency will increase respectively.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “It is hypothesized that if the bridge’s structural width is changed from 40 mm to 30 mm to 20 mm, then the structural efficiency will increase respectively.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Dye affects the efficiency of a solar cell by being able to absorb more light into the solar cell as opposed to no dye. Thus, the cell with no dye should not be able to conduct electricity.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Dye affects the efficiency of a solar cell by being able to absorb more light into the solar cell as opposed to no dye. Thus, the cell with no dye should not be able to conduct electricity.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Because a prescribed burn is lower in intensity than a wildfire, prescribed burns can significantly reduce mercury emissions from a subsequent fire.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “Because a prescribed burn is lower in intensity than a wildfire, prescribed burns can significantly reduce mercury emissions from a subsequent fire.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “It is hypothesized that the structural and functional integrity of the system as a whole is dependent on nerve activity.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “It is hypothesized that the structural and functional integrity of the system as a whole is dependent on nerve activity.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “If parthenolide is a substrate specific inhibitor in signal transduction, and I examine the effects of parthenolide on the secretion of 5-HT through two independent pathways using a platelet-based model, then parthenolide should inhibit the secretion of 5-HT only through the PKC pathway.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) Now it is time for you to be the judge! “If parthenolide is a substrate specific inhibitor in signal transduction, and I examine the effects of parthenolide on the secretion of 5-HT through two independent pathways using a platelet-based model, then parthenolide should inhibit the secretion of 5-HT only through the PKC pathway.” Prediction only Prediction (with methods) Hypothesis only Hypothesis and Prediction Research Hypothesis (Hypothesis, Methods, Prediction) A farmer observes that one edge of his onion field produces taller plants and larger onions. This same edge borders a prairie that the farmer has been slowly restoring over the last 10 years. Every two years the farmer initiates a controlled burn in the prairie to clear out invasive species. Each year he burns the prairie, it grows back greener than in the years he doesn’t burn it. Are brightly colored leaves in the fall a warning to potential herbivores? Why do some bird species arrive at their breeding grounds at the same time every spring, regardless of spring conditions?