What is the relationship among theory hypothesis and observation?

Scientific Hypothesis, Theories and Laws

The principles and theories of science have been established through repeated experimentation and observation and have been refereed through peer review before general acceptance by the scientific community. Acceptance does not imply rigidity or constraint, or denote dogma. Instead, as new data become available, previous scientific explanations are revised and improved, or rejected and replaced. Science is a way of making sense of the world, with internally-consistent methods and principles that are well described. There is a progression from a hypothesis to a theory using testable, scientific laws. Only a few scientific facts are natural laws and many hypotheses are tested to generate a theory. Find out how scientific hypotheses, theories and laws describe the natural world.

What is a hypothesis?

A hypothesis is an idea or proposition that can be tested by observations or experiments, about the natural world. In order to be considered scientific, hypotheses are subject to scientific evaluation and must be falsifiable, which means that they are worded in such a way that they can be proven to be incorrect.

Example: When Gregor Mendel in 1865 studied the pattern of single trait inheritance of garden peas he formed a hypothesis on the manner of how these traits were inherited. The hypothesis he formed based on his observations included the following:

  1. In the organism there is a pair of factors that controls the appearance of a given characteristic.
  2. The organism inherits these factors from its parents, one from each.
  3. Each is transmitted from generation to generation as a discrete, unchanging unit.
  4. When the gametes are formed, the factors separate and are distributed as units to each gamete. (This statement is also known as Mendel's rule of segregation.)
  5. If an organism has two unlike factors for a characteristic, one may be expressed to the total exclusion of the other.

What is a scientific theory?

To scientists, a theory is a coherent explanation for a large number of facts and observations about the natural world.

A theory is:

  • Internally consistent and compatible with the evidence
  • Firmly grounded in and based upon evidence
  • Tested against a wide range of phenomena
  • Demonstrably effective in problem-solving

In popular use, a theory is often assumed to imply mere speculation, but in science, something is not called a theory until it has been confirmed over many independent experiments. Theories are more certain than hypotheses, but less certain than laws. The procedures and processes for testing a theory are well-defined within each scientific discipline.

Example: Between 1856 and 1863 Mendel cultivated and tested some 28,000 pea plants which brought forth two theories of how character traits are inherited. Ironically, when Mendel's paper was published on 1866, it had little impact. It wasn't until the early 20th century that the enormity of his ideas was realized.

What is a scientific law?

A scientific law is a description of a natural phenomenon or principle that invariably holds true under specific conditions and will occur under certain circumstances.

Example: In the early 20th century, after repeated tests and rejection of all competing theories Mendel's Laws of Heredity were accepted by the general scientific community.

  1. The law of segregation, which states that the alleles governing a trait are separated during the creation of gametes (meiosis).
  2. The law of independent assortment, which states that the genes controlling different traits are distributed separately from each other during meiosis.

Lots of historical and scientific information about Gregor Mendel and his work can be found at the Mendel Museum.

Example 2: In the late 17th Century, Nicholas Steno established some natural laws relating to geology.

  1. The law of original horizontality - this states that when sediments are deposited in water, they will sink through it and deposit as horizontal layers as the result of gravity (unless acted on by other forces).
  2. The law of stratigraphic succession - this states that in a given sequence of sediments, the oldest will be at the bottom and the youngest at the top. It does not provide ages for those sediments, simply the sequence of their deposition.

For more on Nicholas Steno, try this book - a most interesting read:

What is the relationship among theory hypothesis and observation?
  Reference Books

Cutler, Alan (2003). The seashell on the mountain top. Heinemann, London, p. 228

A hypothesis is an assumption made before any research has been done. It is formed so that it can be tested to see if it might be true. A theory is a principle formed to explain the things already shown in data. Because of the rigors of experiment and control, it is much more likely that a theory will be true than a hypothesis.

As anyone who has worked in a laboratory or out in the field can tell you, science is about process: that of observing, making inferences about those observations, and then performing tests to see if the truth value of those inferences holds up. The scientific method is designed to be a rigorous procedure for acquiring knowledge about the world around us.

In scientific reasoning, a hypothesis is constructed before any applicable research has been done. A theory, on the other hand, is supported by evidence: it's a principle formed as an attempt to explain things that have already been substantiated by data.

Toward that end, science employs a particular vocabulary for describing how ideas are proposed, tested, and supported or disproven. And that's where we see the difference between a hypothesis and a theory.

A hypothesis is an assumption, something proposed for the sake of argument so that it can be tested to see if it might be true.

In the scientific method, the hypothesis is constructed before any applicable research has been done, apart from a basic background review. You ask a question, read up on what has been studied before, and then form a hypothesis.

What is a Hypothesis?

A hypothesis is usually tentative, an assumption or suggestion made strictly for the objective of being tested.

When a character which has been lost in a breed, reappears after a great number of generations, the most probable hypothesis is, not that the offspring suddenly takes after an ancestor some hundred generations distant, but that in each successive generation there has been a tendency to reproduce the character in question, which at last, under unknown favourable conditions, gains an ascendancy.
Charles Darwin, On the Origin of Species, 1859

According to one widely reported hypothesis, cell-phone transmissions were disrupting the bees' navigational abilities. (Few experts took the cell-phone conjecture seriously; as one scientist said to me, "If that were the case, Dave Hackenberg's hives would have been dead a long time ago.")
Elizabeth Kolbert, The New Yorker, 6 Aug. 2007

What is a Theory?

A theory, in contrast, is a principle that has been formed as an attempt to explain things that have already been substantiated by data. It is used in the names of a number of principles accepted in the scientific community, such as the Big Bang Theory. Because of the rigors of experimentation and control, its likelihood as truth is much higher than that of a hypothesis.

It is evident, on our theory, that coasts merely fringed by reefs cannot have subsided to any perceptible amount; and therefore they must, since the growth of their corals, either have remained stationary or have been upheaved. Now, it is remarkable how generally it can be shown, by the presence of upraised organic remains, that the fringed islands have been elevated: and so far, this is indirect evidence in favour of our theory.
Charles Darwin, The Voyage of the Beagle, 1839

An example of a fundamental principle in physics, first proposed by Galileo in 1632 and extended by Einstein in 1905, is the following: All observers traveling at constant velocity relative to one another, should witness identical laws of nature. From this principle, Einstein derived his theory of special relativity.
Alan Lightman, Harper's, December 2011

Non-Scientific Use

In non-scientific use, however, hypothesis and theory are often used interchangeably to mean simply an idea, speculation, or hunch (though theory is more common in this regard):

The theory of the teacher with all these immigrant kids was that if you spoke English loudly enough they would eventually understand.
E. L. Doctorow, Loon Lake, 1979

Chicago is famous for asking questions for which there can be no boilerplate answers. Example: given the probability that the federal tax code, nondairy creamer, Dennis Rodman and the art of mime all came from outer space, name something else that has extraterrestrial origins and defend your hypothesis.
John McCormick, Newsweek, 5 Apr. 1999

In his mind's eye, Miller saw his case suddenly taking form: Richard Bailey had Helen Brach killed because she was threatening to sue him over the horses she had purchased. It was, he realized, only a theory, but it was one he felt certain he could, in time, prove. Full of urgency, a man with a mission now that he had a hypothesis to guide him, he issued new orders to his troops: Find out everything you can about Richard Bailey and his crowd.
Howard Blum, Vanity Fair, January 1995

And sometimes one term is used as a genus, or a means for defining the other:

Laplace's popular version of his astronomy, the Système du monde, was famous for introducing what came to be known as the nebular hypothesis, the theory that the solar system was formed by the condensation, through gradual cooling, of the gaseous atmosphere (the nebulae) surrounding the sun.
Louis Menand, The Metaphysical Club, 2001

Researchers use this information to support the gateway drug theory — the hypothesis that using one intoxicating substance leads to future use of another.
Jordy Byrd, The Pacific Northwest Inlander, 6 May 2015

Fox, the business and economics columnist for Time magazine, tells the story of the professors who enabled those abuses under the banner of the financial theory known as the efficient market hypothesis.
Paul Krugman, The New York Times Book Review, 9 Aug. 2009

Incorrect Interpretations of "Theory"

Since this casual use does away with the distinctions upheld by the scientific community, hypothesis and theory are prone to being wrongly interpreted even when they are encountered in scientific contexts—or at least, contexts that allude to scientific study without making the critical distinction that scientists employ when weighing hypotheses and theories.

The most common occurrence is when theory is interpreted—and sometimes even gleefully seized upon—to mean something having less truth value than other scientific principles. (The word law applies to principles so firmly established that they are almost never questioned, such as the law of gravity.)

This mistake is one of projection: since we use theory in general use to mean something lightly speculated, then it's implied that scientists must be talking about the same level of uncertainty when they use theory to refer to their well-tested and reasoned principles.

The distinction has come to the forefront particularly on occasions when the content of science curricula in schools has been challenged—notably, when a school board in Georgia put stickers on textbooks stating that evolution was "a theory, not a fact, regarding the origin of living things." As Kenneth R. Miller, a cell biologist at Brown University, has said, a theory "doesn’t mean a hunch or a guess. A theory is a system of explanations that ties together a whole bunch of facts. It not only explains those facts, but predicts what you ought to find from other observations and experiments.”

While theories are never completely infallible, they form the basis of scientific reasoning because, as Miller said "to the best of our ability, we’ve tested them, and they’ve held up."

More Differences Explained

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  • Treatment vs. Cure

What is the relationship between observation and hypotheses?

After observing something, a scientist tries to explain what has been seen. The explanation of an observation is called a hypothesis. There is always at least one alternative hypothesis. The alternative hypothesis suggests that a specific factor causes a result.

What is the relationship between observation inference and hypothesis?

Hypothesis: a proposed explanation or interpretation that can be tested by further investigation. Inference: a conclusion derived from observations. Observation: the act of recognizing or noting a fact or occurrence; or the record obtained by such an act.

What is the relationship between theory and hypothesis?

This is the Difference Between a Hypothesis and a Theory. A hypothesis is an assumption made before any research has been done. It is formed so that it can be tested to see if it might be true. A theory is a principle formed to explain the things already shown in data.

What is the relationship between observation and testing of scientific theories?

Hypotheses are based on observations and verified through experiments or more observations. Sets of hypotheses are used to generate scientific laws or theories. Both, in turn, are used to make predictions and generate experiments.