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The Global Epidemic of Confusing Hypotheses with Fixing an International Problem

Paul Strode Fairview High School Boulder, Colorado The Scientific

Survey:

• Write the definition of a hypothesis in .

• 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 doesnt burn it.

• Write a hypothesis about this that the farmer could test with an : Hypothesis vs.

We routinely use the term hypothesis when we mean prediction. This unacceptable substitution dilutes the power of the to the extent that invoking the scientific method has become largely meaningless Guy McPherson, American Teacher, April 2001

Oxford English Dictionary:

Hypothesis - In the , a provisional supposition from which to draw conclusions that shall be in accordance with known , and which serves as a starting-point for further investigation.

Prediction - The action of predicting events; an instance of this, a , a forecast. Hypothesis vs. Prediction

How textbooks define the hypothesis:

Wilbraham A.C. et al. (Pearson Prentice Hall 2008) Chemistry: the Molecular of Matter and Change

Hypothesis - A proposed for an observation. (p. 22)

Serway and Faughn (Holt, Reinhalt, and Winston 2009)

A reasonable explanation for --one that can be tested with additional . (p. 8) He hypothesized instead that all objects fall at the same rate in the absence of air resistance. (p. 8)

Campbell and Reece (2008) Biology, 8th Ed.:

Hypothesis - A tentative answer to a well-framed question--an explanation on trial. (p. 19) Hypothesis vs. Prediction

Hypothesis in science:

A tentative, testable, and falsifiable explanation for an observed phenomenon in nature. Hypothesis vs. Prediction How textbooks sometimes screw it up:

Padilla, M.J. (Pearson Education 2009) Earth Science

Hypothesis: A possible explanation for a set of observations or answer to a scientific question. (p. 8) Example: If I add salt to fresh water, then the water will freeze at a lower temperature.(p. 788)

Miller, K. R., and J. Levine (Pearson Education 2009) Biology

Hypothesis: A scientific explanation for a set of observations that can be tested in ways that support or reject it. (p. 7) Lab Prompt: Form a hypothesis: given the objective of this lab and the materials you have to work with, what kind of change, if any, do you expect to see in the pH of the kimchi over the course of several weeks.(p. 266)

McGraw-Hill 2012 Middle School Science Textbook Program: iScience

Form a Hypothesis: Use your data to form a hypothesis relating the amount of light to the rate of photosynthesis. State your hypotheses in this form: if . . . then . . . because. Using Hypotheses and Predictions in the Scientific Process (from Campbell Biology 2008) Example:

Observation: flashlight doesnt work. 1. Explanation (hypothesis): the batteries are dead. 2. Explanation (hypothesis): the bulb is burned out.

Prediction #1 (with methods): replacing the batteries will make the flashlight work.

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. Hypothesis testing is natural behavior

Playing with electricity (from Paul Strodes childhood)

Problem (): Battery operated car does not go fast enough.

Engineering goal: Make car go faster.

Hypothesis: Electricity is more powerful than batteries.

Prediction (with methods): Powering car with electricity will make it go faster.

If electricity is more powerful than batteries, and I replace the batteries with electricity from an outlet, then my car will go faster.

Examples of How We Get it Wrong

Cold Hands and Loss of Fine Motor Skills

Observation: When our hands are cold, we lose our fine motor skills.

Teacher: So breaking toothpicks requires fine motor skills, doesnt it? Lets do an experiment with toothpicks where we break them with our hands at two different temperatures and see what happens.

Now everyone write a problem statement and hypothesis. Examples of How We Get it Wrong

Typical Problem Statement:

What is the effect of temperature on how many toothpicks I can break in one minute?

Example 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 students mindsets away from investigating cause and toward simply confirming an observation. Examples of How We Get it Wrong

Example hypothesis 2:

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 for doing this experiment. What explanation is being tested?

This may be the most common wrong way students and their teachers write hypotheses. Examples of How We Get it Wrong

Example hypothesis 3:

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. Examples of How We Get it Right!

Example hypothesis 4:

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. Examples of How We Get it Right!

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.

We call this the HYPOTHESIS (If hypothesis, and method, then prediction) - Young and Strode Why Evolution Works (and Creationism Fails), June 2009 Examples of How We Get it Right!

Example hypotheses:

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 significantly more toothpicks with my hand when it is warm.

Results: In a class of 30 students, students break an average of 36 toothpicks with warm hands and 22 toothpicks with cold hands.

The data can be analyzed with a paired t-Test, or more simply with 95% confidence intervals, and always (5 years so far) show a statistically significant difference between the means. The Research Hypothesis Formula Has Been Around for a Long Time

• 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 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 Earths magnetic field.

Hasler, Arthur D. 1960. Guideposts of Migrating Fishes. Science 132:785-792. The Research Hypothesis Formula Has Been Around for a Long Time

Lawson (2004) describes Haslers hypothetico-:

Lawson, Antone E. 2004. The Nature And Development of Scientific Reasoning: a Synthetic View. International Journal of Science and Education 2:307–338. Hypothesis and Prediction Confusion Is it a National, Perhaps International Problem?

Independent Student Research → Science Fair

• Students initially explore topics of interest (often unsolved issues in science). • Students then – develop research questions. – explore background . – develop a hypothesis that uses the background information as a guide. • Students then write research proposals, run and analyze experiments, and report their results in the form of scientific reports or at school, regional, and international science fairs. The ISEF Hypothesis Study

• The ISEF Study – Five years of data collection at the International Science and Engineering Fair – 2006 (Indianapolis), 2008 (Atlanta), 2009 (Reno), 2010 (San Jose), and 2011 (LA) – A total of 1,129 student projects randomly surveyed over five years – Excluded any projects with problem statements instead of hypotheses (engineering, math, computer science, some physics) The ISEF Hypothesis Study

• The ISEF Study – Surveyed projects for presence or absence of what students identified as hypothesis statements. – Assessed student understanding of the meaning of the scientific hypothesis versus the meaning of a prediction. The ISEF Hypothesis Study The ISEF Hypothesis Study The ISEF Hypothesis Study

Mean percent of projects (n = 5 years) with hypotheses written as predictions and hypotheses written as explanations. Error bars are 95% confidence intervals. are the results of a students t-Test. Examples from Student Projects

1. How would YOU categorize each of these?

Prediction only -- Prediction (with methods) -- Hypothesis only -- Hypothesis and Prediction -- Research Hypothesis (Hypothesis, Methods, Prediction)

2. Does the student understand the meaning of hypothesis, or confuse it with prediction?

• If a plant receives fertilizer, then they will grow to be bigger than a plant that doesnt receive fertilizer.

• The hypothesis of this study was that cattle presence would have an adverse impact on the terrestrial salamander population.

• 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. Examples from Student Projects

1. How would YOU categorize each of these?

Prediction only -- Prediction (with methods) -- Hypothesis only -- Hypothesis and Prediction -- Research Hypothesis (Hypothesis, Methods, Prediction)

2. Does the student understand the meaning of hypothesis, or confuse it with prediction?

• Ground level ozone will be higher in areas of Fairfield, Iowa, with more traffic.

• Earthworm activity will alter the chemical trajectory of leaf litter from background fungal dominated decay paths.

• If pH is a factor in the decomposition of H2O2, then lowering the pH will inhibit the rate. Examples from Student Projects

1. How would YOU categorize each of these?

Prediction only -- Prediction (with methods) -- Hypothesis only -- Hypothesis and Prediction -- Research Hypothesis (Hypothesis, Methods, Prediction)

2. Does the student understand the meaning of hypothesis, or confuse it with prediction?

• It is hypothesized that if the bridges structural width is changed from 40 mm to 30 mm to 20 mm, then the structural efficiency will increase respectively.

• 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. Examples from Student Projects

1. How would YOU categorize each of these?

Prediction only -- Prediction (with methods) -- Hypothesis only -- Hypothesis and Prediction -- Research Hypothesis (Hypothesis, Methods, Prediction)

2. Does the student understand the meaning of hypothesis, or confuse it with prediction?

• Because a prescribed burn is lower in intensity than a wildfire, prescribed burns can significantly reduce mercury emissions from a subsequent fire.

• It is hypothesized that the structural and functional integrity of the system as a whole is dependent on nerve activity. Examples from Student Projects

1. How would YOU categorize each of these?

Prediction only -- Prediction (with methods) -- Hypothesis only -- Hypothesis and Prediction -- Research Hypothesis (Hypothesis, Methods, Prediction)

2. Does the student understand the meaning of hypothesis, or confuse it with prediction?

• 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. Examples from Student Projects

Research Hypothesis

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. Examples from Student Projects

Hypothesis

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. Examples from Student Projects

Methods

If parthenolide inhibits 5-HT secretion from dense platelet granules through the inactivation of the PKC pathway, 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. Examples from Student Projects

Prediction

If parthenolide inhibits 5-HT secretion from dense platelet granules through the inactivation of the PKC pathway, 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. Examples from Student Projects

Research Hypothesis

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. What is the source of this problem? Misuse of the Term Hypothesis in Textbooks

Level Course Title Authors Publisher Year Place Hypothesis ExampleDefinition HypothesisExample HypothesisPrediction Prompt DefinitionDef H, from P, or a EGExample Lab Exercise H orPrompt P H or P Middle SchoolEarth ScienceEarth ScienceFeather, R. Jr.,Glenc and oe/Mc S. L. Graw- Snyder Hill1999 Columbus, OhioA prediction aboutYou might a problem hypothesizeState that a hypothesiscan that Nonebe a tested wall about built (p. P which at16). the property baseP of youthe slopethink Pwill beact most as a Failusefulbarrier in to identifying the soil (p. minerals 16). (p. 72). Middle SchoolEarth ScienceEarth ScienceFeather, R. Jr.,Glenc S. oe/McL. Snyder, Graw- and Hill2008 D. ZikeColumbus, OhioAn educated Youguess might (p. 7).hypothesizeState a hypothesis thatNone brand about X will EGwhat clean would dishes happenP better if than theP magmaany other inside brandFail the (p. magma 9). chamber of a volcano were suddenly removed (p.350). Middle SchoolEarth ScienceEarth ScienceTodd, R. W. Holt, Rinehart, and Winston2001 Austin, TexasSometimes calledThe bonesan educated comeNone from guess, a brand theNone hypothesis new dinosaurEG represents (p. 14).H the 'sN best answer to the question ((p. 14). Middle SchoolEarth ScienceEarth SciencePadilla, M. J. Pearson Education 2001 Upper SaddleA River, possible New explanation JerseyIf I add salt for to Howobservations water, do you then thinkNone that the heating relatewater to willHwater a take scientific will longer affectP question to how freeze fast (p. (p.P 6).it 758).evaporates?Fail Record your hypothesis (p. 9). Middle SchoolEarth ScienceEarth SciencePadilla, M. J. Pearson Education 2009 Upper SaddleA River, possible New explanation JerseyIf I add salt for to Whicha setfresh ofdo water, observations youMaking think then will athe forecastor heat wateranswerH up will offaster--sand to what freeze a scientificP will at happen aor lower questionwater? Pin temperature the Record (p. futurebased 8). yourFail (p. hypothesis 788). on past (p. 546). or (p. 7) Middle SchoolEarth ScienceEarth ScienceTarbuck, E. J.,Pearson and F. Prentice K. Lutgens Hall2009 Boston, MassechusettsA possible explanationHypothesizing: (p. None23). Predict whatNone the effectH will be on someP of Earth'sN systems if aFail forest is cut down for lumber (p. 30). Middle SchoolLife Science Life Science Todd, R. W. Holt, Rinehart, and Winston2001 Austin, TexasA possible explanationThe deformities or answerNone were to caused a questionA statement by one (p. or 12)Hof more cause chemical andH effect pollutants that Ncan in the be waterused to (p. set 12). up a test for a hypothesis (p. 13). Analyzed all 66 science Middle SchoolLife Science Life Science Padilla, M. J. Pearson Education 2009 Upper SaddleA River, possible New explanation JerseyIf I add salt to toaWrite setfresh ofa hypothesiswater,observationsA forecastthen for the or an of answerwater H experimentwhat will willto freezea happen scientificyouP atcould ina thelowerquestion perform futureH temperature (p.to based answer15). onFail (p. yourpast 810). questionexperience (p. of 27). evidence (p. 9). Middle SchoolLife Science Life Science Padilla, M. J. Pearson Education 2001 Upper SaddleA River, possible New explanation JerseyIf fertilizer or is answerNoneadded toto thea questionNone soil, then (p. the 6)H plant will growP taller (p.N 6). Fail Middle SchoolLife Science Life Science Daniel, L. 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Science 2007 Nashua, NewA Hampshire possible explanationSuppose heatthatIn is canInvestigations really be testeda formNone byofLab energy.comparison Manual:H Then Write with it would yourscientificP hypothesis, not haveevidence Pany stating (p.mass 31). which(p.Fail 31) ramp will have the fastest car (p. 9). Middle SchoolPhysical ScienceEnergy, Machines,Toler, andD. J. MotionCarolina Biological Supply2006 Burlington,Company for North NoneThe CarolinaNationalNone Science ResourceNone Center,None The NationalN AcademiesN N Valley School District Middle SchoolPhysical ScienceSEPUP IssuesNagle, and Physical B. Lab-Aids, Science: Inc. Teacher's2007 GuideRonkonkoma,A New tentative Y ork theoryNone used toNone explain a setNone of facts (p.H TR-255) N N Middle SchoolPhysical Science Physical ScienceTodd, R. W. 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Prentice-Hall, Inc. 2001 Upper SaddleA River, possible New explanation JerseyThe distance for Write observationsbetween a hypothesis an You objectthat might relatedescribing and make atoH light a ahowscientific predictionsource the Hmass affectsquestion about of thethe the(p. sizePbob outcome.6). ofwill the affect object'sPerhapsFail the speedshadowyou would of (p.its think 6).swing the (p. object's 10). shadow gets smaller as the light source is moved farther from it (p. 6). Middle SchoolPhysical SciencePhysical ScienceMcLaughlin, C.Glenc W., oe/Mc and M. Graw- Thompson Hill1999 Columbus, OhioA testable predictionThe farther (p. something16).Hypothesize falls, whatNone the will greater happenP the to speed the pendulum's itH attains (p. P16). and finalFail height if its swing is interrupted by the crossarm (p. 132). High Sc hool AdvancBiology ed Biology: ConceptsCampbell, and ConnectionsN.,Peason et al. 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College Plant BiologyIntroduction Nabors,to Botany M. W.Pearson Benjamin Cummings2004 San Francisco,A tentativeCalifornia answerLeaves toenable a question,None plants toattempting detectNone light to link(p.H together17). dataH in a cause-and-effectN relationship (p. 17). How big is this problem? Use and Misuse of the Term Hypothesis in Scientific Papers How big is this problem? Use and Misuse of the Term Hypothesis in Scientific Papers

Hypothesis

Prediction How big is this problem? Use and Misuse of the Term Hypothesis in Scientific Papers How big is this problem? Use and Misuse of the Term Hypothesis in Scientific Papers

If testosterone organizes human aggressive behavior, and we examine the relationship between 2D:4D and scores on the four subscales of the aggression questionnaire, then digit ratio will correlate with the most sexually dimorphic forms of trait aggression. How big is this problem? Use and Misuse of the Term Hypothesis in Scientific Papers How big is this problem? Use and Misuse of the Term Hypothesis in Scientific Papers Practicing Hypothesis Writing

If we could only get our students to write good research questions…

1. Are brightly colored leaves in the fall a warning to potential herbivores?

2. Are brightly colored leaves in the fall evidence of sunscreen against damaging radiation?

3. Why do some bird species arrive at their breeding grounds at the same time every spring, regardless of spring conditions?

4. Does temperature affect the rate of cellular respiration? (think of yeast)

5. Can plasmids transform phenotype in E. coli? Take Home Messages

1. As science teachers, we are in the business of teaching the process of science, which begins with correct hypothesis writing and testing.

2. Hypothesis writing can be challenging, but is an essential tool for keeping students (and !) focused on exactly what they are doing and why they are doing it.

3. Misuse of hypothesis is a problem throughout the profession.

4. Help students start their scientific thinking with good research questions. Acknowledgments:

Haydee Ayi-Bonte Kristin Donley Helen Petach Boulder Valley School District

Paul K. Strode

[email protected] http://www.fairviewhs.org/staff/paul-strode