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15 Inductive Reasoning Examples

inductive reasoning example and definition, explained below

Inductive reasoning involves using patterns from small datasets to come up with broader generalizations. For example, it is used in opinion polling when you poll 1,000 people and use that data to come up with an estimate of broader public opinion.

Typically, inductive reasoning moves from the specific to the general; and can be understood as educated guesses, assumptions and/or hypotheses drawn from specific incidents.

However, it also has its weaknesses. It cannot provide concrete evidence because it always relies extrapolation and probability.

Inductive logic or inductive reasoning is often contrasted with deductive reasoning which is where the general moves to the specific (in other words: what is generally assumed to be true as a broader phenomenon is assumed to hold in a specific case or circumstance).

Advantages and Disadvantages of Inductive Reasoning

Well-formulated inductive reasoning examples, 1. polling and surveys.

“We surveyed 1,000 people across the county and 520 of them said they will vote to re-elect the mayor. We estimate that 52% of the county will vote for the mayor and he will be re-elected.”

Many statisticians make a living from conducting tried-and-true inductive reasoning studies. We often call this “polling data”. Polls will look at a sample size that is often large enough to have a 95% probability of being correct (that is p = <0.05 ) which is the generally accepted threshold of probability in academic studies.

Polls can help governments and politicians to create policies that are responsive to popular opinion.

However, polls are not always right, and often, statisticians have to re-calibrate their metrics after every general election to get a better understanding of polling bias.

For example, if the statisticians conduct their polls by phone, it may be the case that older people tend to answer their phone more than younger people, and older people may skew their vote in one way or another, which skews the overall polling numbers! They need to account for these biases, which makes their job of making generalizations from patterns very difficult at times.

2. Bonus Structure

“In a study of fifteen employees in my business, I found that a 10% bonus structure raised revenues by 20%. I will now roll-out the bonus structure to all employees.”

In this example of reasoning , a business owner has used a small dataset to identify a trend, which gave them sufficient confidence to roll out their intervention across the entire workplace.

If the business owner didn’t do this initial study, they wouldn’t have any indicative data to rely upon in order to feel confident about their decision. Here, we see how inductive reasoning can be used to help us make more informed decisions.

This doesn’t mean that the business owner will have the same success rate when he introduces the bonuses to everyone, but at least he can proceed with greater confidence than before.

3. Seasonal Trends

“For five years in a row, I have seen bears in the woods in June but not May. This year, I expect to wait until June to see a bear in the woods.”

We can also use inductive reasoning to make assumptions in our own lives. In the above example, a person who lives near the woods has identified a seasonal trend that allows them to generalize and predict future patterns.

This sort of seasonal prediction has been around for millennia. Nomads saw patterns in the land and decided to go on annual migrations based on their hypotheses that certain lands would be more fertile at certain times of year. Similarly, agriculturalists use seasonal trends to reason about when to plant their seeds. This doesn’t mean every year will be perfect (to this day, some seasons are terrible for crop yield).

4. Archaeological Digs

“We dug up three pots within a thirty square foot area. We should focus our dig efforts on this area to see what else we can dig up.”

Archaeology also regularly relies upon inductive reasoning. An archaeologist will find signs of human occupation in a location and use those signs as reason the intensify focus on that area.

In these instances, they are inducing that there are likely to be more remnants of civilization around the first remnants due to the assumption that humans may have settled or camped in that specific location.

5. Traffic Patterns

“I have noticed that traffic is bad between 7.30am and 9am. I will drive to the grocery store after 9am to avoid the traffic.”

We even use inductive reason regularly when planning out our days. We make observations about the things around us and use them to make generalizations and predictions.

In the above example, the person has noticed that traffic is worst just before the work day begins, so avoids driving during that period. This is a generalization that can help the person make informed decisions. While it’s not guaranteed that traffic will be better at 9.30am than 8.30am (there may be a car crash at any time of day!), inductive reasoning states that it is likely that traffic will be better at 9.30am than 8.30am.

Poorly-Formulated Inductive Reasoning Examples

6. dog breeds.

“Despite what the government says about Pitt Bulls, the only Pitt Bulls I have ever met were extremely friendly and sweet. Pitt Bulls must therefore not be a dangerous breed.”

While it may well be the case that this person has not personally encountered a hostile or aggressive Pitt Bull, numerous studies have been done indicating that Pitt Bulls, on average, are more aggressive than other dog breeds; whether or not this is inherently true remains speculation. Many cities have also banned the breed since they’ve resulted in the vast majority of dog fatally-related incidents and injuries , relative to the other dog breeds that exist. 

This example illustrates how inductive logic goes from specific incidences and applies them as a general rule or conclusion on a given matter.

7. Job Salary and Occupation

“John is a lawyer, and he makes a lot of money. All lawyers make tons of money.”

Appearances can be deceiving, and though basic logic might indicate that something is true, it does not always hold in each situation. While it’s reasonable to assume that people within a certain occupation may earn a lot of money since, generally speaking, the job is associated with a higher salary—it is not always the case in every circumstance.

Some lawyers, for example, do pro-bono work, others may be employed by the government and work as public defenders for individuals that may lack the means to hire their own legal counsel.

8. Nationality

“My dad is Russian and he has blonde hair and blue eyes. All Russian people must have blonde hair and blue eyes.”

This illustrates the inductive reasoning fallacy by moving from an isolated or single case and applying it as a general rule or broadly applicable conclusion. We know that just because a person bears certain physical traits that may be generally affiliated with a geographical region, that does not mean all individuals from the same place will share those same physical traits.

This shows how inductive reasoning can result in incorrect conclusions and/or false assumptions by using specific instances to draw conclusions.

9. Left-Handedness

“All of my siblings are left-handed, and we are all talented artists. People that are left-handed are more creative and artistically inclined than those that are right-handed.”

It could seem reasonable for this person to assume (based on the evidence that they are exposed to,) that left-handed people are naturally more creative and artistic than their right-handed counterparts. Despite appearances, it is not proven that left-handed people are in fact more artistic than right-handed people .

The misstep in logic occurs from making the move from the specific to the general without having sufficient evidence to substantiate the claim as a generally applicable rule.

10. Rainy Weather

“I was in Seattle for a week, and it rained for all seven days I was there. It is always raining in Seattle.”

There’s no question that Seattle gets a lot of rain and is objectively regarded as a very rainy city. Even still, it would be false to conclude that it rains every single day without fail since this is not the case.

To correct the false conclusion or error in logic, we would revise the statement to some form of the following—each day I was in Seattle it rained; therefore, it is often raining in Seattle.

11. Buying Avocados

“While shopping for groceries, I was in the produce section checking for ripe avocados. I picked up one avocado and it was not ripe enough to eat. I picked up another and it was also underripe. There must not be any ripe avocados at this grocery store.”

While it’s possible that there are not any ripe avocados at the grocery store the person is perusing, this is not conclusive until he or she has inspected each avocado in the bin on how its ripeness. It’s clear that picking up a few avocados and determining that they are not ripe enough to eat does not necessarily indicate the remaining avocados in the bin will be underripe. This abrogates logic and demonstrates the error in inductive reasoning.

12. Food Poisoning

“The last time I ate at this Japanese restaurant I got terrible food poisoning. Do not go and eat at this Japanese restaurant because you will get food poisoning and be extremely sick.”

One incident of food poisoning does not indicate a general pattern or broad truth, and it certainly does not follow that just because a person got food poisoning from eating at a restaurant one time, anyone who eats at that same restaurant will necessarily get food poisoning.

The problem with fallacies in inductive reasoning is that it looks to establish a claim on what is true and factual in general, and while it may well be true in an individual case, it is unlikely to hold in each case without fail.

13. Buying A Mattress

“I have purchased four different mattresses on Amazon. None of them were comfortable, and so I returned all four. Amazon doesn’t have good-quality mattresses.”

This takes a similar structure to the previous example on buying avocados. It’s clear how it would be tempting for this person to conclude, based on their personal experience, that Amazon doesn’t have decent mattresses available to purchase.

However, until the person has actually tried each mattress for sale on Amazon, they cannot say conclusively that all mattresses for sale on Amazon are of poor quality. This would be a false assumption that uses the fallacy of inductive reasoning to draw a conclusion.

14. Penguins

“Penguins are birds and they can’t fly. Therefore, it must be true that birds cannot fly.”

Penguins are a kind of bird and cannot fly; but this does not mean that birds, in general, cannot fly. We know birds can fly—so to assume that birds cannot fly because penguins cannot fly is false and uses flawed inductive logic to formulate its conclusion.

If a person saw a crow and said “crows are birds and can fly, so all birds can fly”, it would also be a false inductive generalization. The person should gather a larger dataset of different types of birds before formulating their hypothesis.

15. Rap Music

“The few rap songs that I’ve listened to included remarks that were inappropriate. Therefore, all rap music is inappropriate.”

While rap music can certainly have some uncouth lyrics, it is surely not the case that rap music is inherently bad, or that every single rap song that exists is not acceptable. There are many rap musicians who rap positive lyrics.

Therefore, this is an overgeneralization (often used by parents!) that aims to exclude the good with the bad, rather than taking a more nuanced look at the issue at hand.

Read Next: Abductive Reasoning Examples

Inductive reasoning is a useful tool in education (see: inductive learning ), scholarly research and everyday life in order to identify trends and make predictions. It is a type of inference that helps us to narrow-down the field of likely consequences of actions and empowers us to make more effective decisions.

However, it’s also important to remember that the fallacy of inductive reasoning is incredibly common and can crop up in regular conversation, debates, the media and online discussions. It’s easy to jump to false conclusions or to assume a general pattern where one may not exist.

Generally, we can resolve the problem of hasty generalizations by ensuring our initial dataset is truly representative and large enough that induction can occur with a smaller margin of error.

Chris

Chris Drew (PhD)

Dr. Chris Drew is the founder of the Helpful Professor. He holds a PhD in education and has published over 20 articles in scholarly journals. He is the former editor of the Journal of Learning Development in Higher Education. [Image Descriptor: Photo of Chris]

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Inductive Reasoning (Definition + Examples)

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When faced with stress, how do you determine the best way to alleviate it? Do you go for a run? Eat something? Listen to loud music? Your choices are often influenced by recalling which solutions have consistently provided relief.

For many people, deciding how to deal with emotions or what they should do next requires looking back to past experiences. If a quick walk around the block made you feel better after a stressful day, you may decide to take a quick walk around the block the next time you have a stressful day. This decision-making process, concluding previous experiences, is known as inductive reasoning .

What is Inductive Reasoning?

Inductive reasoning is a method where specific observations or experiences are used to reach a broader, general conclusion. In contrast to deductive reasoning, which starts with a general statement and examines the possibilities to reach a specific conclusion, inductive reasoning begins with specific examples and tries to form a general rule.

Consider the example I presented earlier:

Premise A: Your mother told you that walking around the block would be good for stress relief.

Premise B: Your doctor recommends 30 minutes of walking daily to relieve stress.

Premise C: Last week, after a stressful day, you walked around the block and felt better.

From these observations, you might conclude that 30 minutes of walking around the block will help alleviate stress.

In essence, inductive reasoning uses individual observations and experiences to formulate more general conclusions.

For inductive reasoning to work, you must collect past experiences and observations. We do this naturally, just by living! Then, when you encounter a situation similar to these past experiences, you draw on them for a better picture of outcomes.

For example, maybe you have dealt with little siblings or cousins who respond to certain reinforcements or punishments in certain ways. When you get a job as a teacher, you may draw on those experiences when you make decisions about discipline because you have concluded that all children respond well to one strategy or another.

inductive reasoning

Who is the Father of Inductive Reasoning?

Francis Bacon is considered the father of inductive reasoning, as he is considered the father of empiricism. Empiricism is the theory that all of our knowledge is pulled from our experiences and senses (as opposed to more innate knowledge.) Inductive reasoning uses our senses and experiences to make judgments.

Characteristics of Inductive Reasoning

If you understand deductive reasoning ,  you might notice that the induction process isn’t as solid.

Rather than using broad generalizations, induction takes single experiences or facts as premises. This premise could be something you’ve personally experienced or witnessed or an experience told to you by a friend, parent, TV personality, etc.

The premises provide some evidence to build a conclusion. You might think, “But the conclusion might not be true if you’re just pulling from a one-time occurrence or a handful of experiences.” To that, I say you are right.

Conclusions derived from induction don’t make them the truth. They show the probability of an event occurring. Sure, you are likely to feel better after you’ve walked around the block, but there is no solid guarantee that you will feel less stressed after your next walk.

There are problems within induction (I’ll speak to those later,) but often, our inductive reasoning helps us make the best choices for ourselves. If we find ourselves taking a walk and still feeling stressed, we may use inductive reasoning to break down what other events could affect our stress, our walk, and the connection between the two.

Of course, the statement that “inductive reasoning generally gives us a usable conclusion” is a conclusion derived from inductive reasoning itself.

Exploring the Philosophies Behind Inductive Reasoning

The concept of inductive reasoning has been deeply entwined with philosophical discourse since its inception. Philosophers have contemplated and debated the nature, validity, and limitations of induction. Delving into the philosophical underpinnings of inductive reasoning can offer a richer understanding of the topic.

  • David Hume and the Problem of Induction: The Scottish philosopher David Hume is perhaps the most famous critic of inductive reasoning. In the 18th century, he posed the "Problem of Induction," which questions the logical justification for making predictions based on past experiences. He argued that we cannot rationally justify the belief that the future will resemble the past, making all inductive conclusions inherently uncertain.
  • Karl Popper and Falsifiability: 20th-century philosopher Karl Popper proposed a significant shift in scientific methodology, emphasizing falsifiability over verification. Rather than using induction to confirm hypotheses, he believed science should aim to falsify them. For Popper, no number of positive outcomes can confirm a scientific theory, but a single counterexample can disprove it.
  • Bayesianism: Rooted in the work of the 18th-century statistician and minister Thomas Bayes, Bayesianism is a philosophical approach to probability and induction. Bayesianism focuses on how subjective beliefs should evolve in the light of new evidence. It uses a mathematical framework to incorporate prior beliefs with new evidence to arrive at posterior beliefs.
  • Pragmatism and Induction: American philosophers like C.S. Peirce argued for the practical value of inductive reasoning. From a pragmatist perspective, even if induction can't be justified in absolute logical terms, it is a necessary and effective tool for navigating our world. Its consistent success in a myriad of contexts, for pragmatists, grants it legitimacy.
  • Evolutionary Justifications: Some contemporary thinkers suggest that our inductive capacities have evolutionary roots. If our ancestors hadn't been adept at making reliable predictions based on past experiences (e.g., predicting that certain predators are dangerous because of past encounters), they wouldn't have survived. Thus, while induction might never achieve logical certainty, its evolutionary origins could indicate its general reliability.

In essence, while inductive reasoning remains a practical tool for navigating our experiences and predicting outcomes, its philosophical underpinnings reveal a world of debate about its validity, scope, and limitations. Understanding these philosophical perspectives enhances our grasp of the nuanced nature of induction and how it shapes and is shaped by broader epistemological concerns.

Where Is Inductive Reasoning Used?

Pretty much everywhere! Any time we draw on prior experiences to conclude, we can use inductive reasoning. We don’t always do this, but we can!

Examples of Inductive Reasoning In Everyday Life

Inductive reasoning is extremely common in our everyday world. A lot of the decisions you make are based on inductive reasoning. You have a headache and take a painkiller because past experiences have shown you that those painkillers work well in treating headaches.

Maybe you take a certain set of side streets because, in past experiences, it has been faster than the highway.

Maybe you buy CBD oil for your dog because, in the past, he has always responded well to it and not gotten sick.

This is just one type of induction. There are also different types of inductive reasoning that we use every day.

Example 1: If I Leave For Work at ___, I Can Avoid Traffic

Inductive reasoning pulls from our experiences to make conclusions. Let’s say you get a new job and have to be there at 9 a.m. every day. Unfortunately, you tend to encounter a lot of rush-hour traffic on your route. You experiment with leaving for work at different times.

One day, you leave for work at 8:30 and arrive at 9:15. The next day, you leave for work at 8:00 and arrive to work at 8:35. Another day, you leave for work at 8:15 and arrive to work at 8:50.

You conclude that rush hour traffic picks up between 8:15 and 8:30. If you leave for work around 8:15, you’ll get to work on time.

Example 2: You Pet a Cat on Its Head, and It Starts Purring. Pet The Cat On Its Belly and It Hisses…

Inductive reasoning can be used to conclude about one specific person, place, or thing. Let’s say you get a new cat. Your friend tells you that their cat loves belly rubs and asks if your cat is the same way. To answer your friend, you have to draw from past experiences. One time, you pet the cat on its head, and the cat started purring. Petting the cat on its back evoked a similar reaction. But the cat got finicky if you tried to rub its belly. You conclude that your cat doesn’t love belly rubs.

Example 3: Throwing Up From Tequila

Experimentation can lead to a lot of inductive reasoning. Take the first time you got drunk. You probably drank too much and got sick. The next time you got drunk, you also got sick. Later, you drink again - guess what happened? You got sick.

Through your observations and experimentation, you conclude that too much alcohol makes you sick. Sure, someone may have told you that you would get sick after drinking. But if you come to that conclusion through a series of observations and events, you have used inductive reasoning.

Example 4: Geometry

You have used inductive reasoning in your everyday life for years without knowing it. Many people don’t learn about inductive reasoning until they take a psychology course. Others learn about inductive reasoning in geometry or higher-level math classes.

Mathematicians use a specific process to create theorems or proven statements. Inductive reasoning cannot produce fool-proof theorems, but it can start the process. If someone is observing something, for example, that two triangles look congruent, they are using inductive reasoning. They have more work to do before they can prove once and for all that the two triangles are congruent, but inductive reasoning helps them kick things off.

Drawing Conclusions About the Past

Inductive reasoning doesn’t just predict what will happen in the future. It can also tell us what probably happened in the past. Take this example.

Premise A says that most babies where you come from are born in modern hospitals.

Premise B says that your friend Denise was born sometime in the last 20-30 years.

Premise C says that Denise was probably born in a hospital.

Of course, that is likely to be true, but it doesn’t mean it is. If Denise tells you that she was born in the back of a pickup truck, you shouldn’t argue with her based on the conclusion you came to through induction.

So there are many different ways that you can use inductive reasoning to sort out what has happened in the past and what may happen in the future. But you may not always be right.

You can also use analogy to conclude different properties of items. Analogies are comparisons between two things that help to clarify information. Through induction and analogy, you can predict likely characteristics, uses, etc., of different things.

Here’s an example.

Spinach is a green vegetable. It’s high in Vitamin A and Vitamin C but has a slightly bitter taste.

Spinach is a great vegetable to add to a healthy smoothie.

Kale is also a green vegetable. It’s also high in vitamins A and C, with a slightly bitter taste.

Using induction, one may assume that kale is also a great vegetable to add to a healthy smoothie.

We often use this type of induction to replace items that we cannot find at the home or the grocery store.

If I told you that 90% of people like my videos, I probably use inductive reasoning. If you hear any statistic that covers a large population, it was probably derived from inductive reasoning.

Statistics usually come from surveys or studies. We can’t study everyone worldwide, so we divide our studies into small, controlled groups. Once we get data from that control group, we use it to predict how a current population feels, reacts to a drug, makes a decision, etc.

survey says

You may take a survey among college students and find out that 66% of the students in the study don’t like cheese. You may conclude that 66% of college students don’t like cheese. You may also use this data to predict whether the next college student you meet will or won’t like cheese.

Control groups may give us a good look at the larger population if professionals choose the participants. They are also only effective at reaching conclusions if the control group is sizable enough.

If you surveyed two women and one of them said that they were a feminist and the other one said they were not, you should not conclude that half of all women are feminists. You would need to expand your survey greatly, account for demographics, and look at your study before you could come to any conclusions worth sharing or publishing.

Test your inductive reasoning skills with this puzzle posted on Reddit !

Problems with Inductive Reasoning

You might have been able to spot some of the holes that we can poke in inductive reasoning.

Small control groups

Poor control groups are one way to come to flawed conclusions through inductive reasoning. The feminist example that I just used happens all the time.

Online surveys conducted by organizations who are not professionals may take a survey from a few hundred people, share the conclusion, and spark outrage from people who may not agree or be offended by the result. But the outrage is all based on lies and false conclusions.

Outside Factors

Arguably the biggest problem with inductive reasoning is that the conclusion is not a guaranteed truth. Sure, you might like spinach in your smoothies, and it is very similar to kale. But you might not like the taste of kale. Or the texture of kale. Or the smoothie you try and make with kale doesn’t blend well with the smoothie you made with spinach.

Does that completely dismantle the entire idea of inductive reasoning? Not at all. But it’s something to be aware of.

Outside factors will almost always impact your conclusions. There are a lot of premises that are not necessarily true that you could use to argue that kale is or is not good in a smoothie based on what you know about the similarities between spinach and kale.

And, just because the first smoothie you make with kale doesn’t taste as good as the smoothie you made with spinach doesn’t mean the next smoothie you make with kale will taste bad. But you might avoid kale for a while based on your past experiences using it in a smoothie. That’s still using inductive reasoning.

Inductive reasoning is easy to do, convenient for finding answers, and works most of the time. But it should not be the sole process used to make conclusions about a group of people, a very important outcome, and other things that may make a huge impact.

Inductive vs Deductive Reasoning

inductive vs deductive reasoning

Inductive reasoning is often taught side by side with deductive reasoning. We learn inductive reasoning much earlier than we learn deductive reasoning. Jean Piaget , the famed psychologist in child development , theorized that children develop inductive reasoning around 7.

It makes sense. A child touches a hot stove, and they burn their hand. The next time they are near the hot stove, they are likely to remember what happened the last time they touched the stove. They’ll avoid the hot stove and avoid the burn.

Deductive reasoning comes to children at ages 11 or 12. It’s a form of “top-down” logic to inductive’s “bottom-up” logic.

You need to understand basic, broad facts about the world to conclude them. With deductive reasoning, you don’t have memories of experiences to guide your reasoning. You have to know things like “all dogs are mammals” or “all humans are mortal” to narrow your reasoning down to conclusions that you might not be able to grasp.

Another big difference between induction and deduction is that deductive reasoning has stricter rules. Every premise has to be true. If there are exceptions to the premise, you can’t come to a true conclusion. Your conclusion may be valid, but it won’t be true. (And yes, there is a difference in philosophy.)

Test Your Knowledge of Inductive Reasoning

Alright, it’s test time! I will give you three questions to test your knowledge of induction. No cheating!

First question:

Induction uses ______ as evidence to come to conclusions.

Answer: Past experiences!

Second question:

Can you get the truth from induction?

Answer: Not in the philosophical sense. Since each premise does not have to be true, induction will only tell you what is likely true.

Last question:

Which form of reasoning do children develop first?

A: Deduction

B: Induction

C: They develop them at the same time!

The answer is B. Children develop the ability to learn through inductive reasoning at age 6 or 7. They typically understand—deduction later in their development.

Related posts:

  • Deductive Reasoning (Definition + Examples)
  • Circular Reasoning (29 Examples + How to Avoid)
  • Perceptual Reasoning (Definition + Examples)
  • Equivocation Fallacy (26 Examples + Description)
  • Begging the Question Fallacy (29 Examples + Definition)

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Inductive essays: tips, examples, and topics, carla johnson.

  • June 14, 2023
  • How to Guides

Inductive essays are a common type of academic writing. To come to a conclusion, you have to look at the evidence and figure out what it all means. Inductive essays start with a set of observations or evidence and then move toward a conclusion. Deductive essays start with a thesis statement and then give evidence to support it. This type of essay is often used in the social sciences, humanities, and natural sciences.

The goal of an inductive essay is to look at the evidence and draw a conclusion from it. It requires carefully analyzing and interpreting the evidence and being able to draw logical conclusions from it. Instead of starting with a conclusion in mind and trying to prove it, the goal is to use the evidence to build a case for that conclusion.

You can’t say enough about how important it is to look at evidence before coming to a conclusion. In today’s world, where information is easy to find and often contradictory, it is important to be able to sort through the facts to come to a good decision. It is also important to be able to tell when the evidence isn’t complete or doesn’t prove anything, and to be able to admit when there is uncertainty.

In the sections that follow, we’ll talk about some tips for writing good inductive essays, show you some examples of good inductive essays, and give you some ideas for topics for your next inductive essay. By the end of this article, you’ll know more about how to write an inductive essay well.

What You'll Learn

Elements of an Inductive Essay

Most of the time, an inductive essay has three main parts: an intro, body paragraphs, and a conclusion.

The introduction should explain what the topic is about and show the evidence that will be looked at in the essay . It should also have a thesis statement that sums up the conclusion that will be drawn from the evidence.

In the body paragraphs, you should show and explain the evidence. Each paragraph should focus on one piece of evidence and explain how it supports the thesis statement . The analysis should make sense and be well-supported, and there should be a clear link between the evidence and the conclusion.

In the conclusion, you should sum up the evidence and the conclusion you came to based on it. It should also put the conclusion in a bigger picture by explaining why it’s important and what it means for the topic at hand.

How to Choose a Topic for an Inductive Essay

It can be hard to choose a topic for an inductive essay, but there are a few things you can do that will help.

First, it’s important to look at the assignment prompt carefully. What’s the question you’re supposed to answer? What evidence do you have to back up your claim? To choose a topic that is both possible and interesting , you need to understand the prompt and the evidence you have.

Next, brainstorming can be a good way to come up with ideas. Try writing down all the ideas that come to mind when you think about the prompt. At this point, it doesn’t matter if the ideas are good or not. The goal is to come up with as many ideas as possible.

Once you have a list of possible topics , it’s important to pick one that you can handle and that you’re interested in. Think about how big the topic is and if you will have enough time to analyze the evidence in enough depth for the assignment . Also, think about your own passions and interests. If you choose a topic that really interests you, you are more likely to write a good essay .

Some potential topics for an inductive essay include:

– The impact of social media on mental health

– The effectiveness of alternative medicine for treating chronic pain

– The causes of income inequality in the United States

– The relationship between climate change and extreme weather events

– The effects of video game violence on children

By following these tips for choosing a topic and understanding the elements of an inductive essay, you can master the art of this type of academic writing and produce compelling and persuasive essays that draw on evidence to arrive at sound conclusions.

Inductive Essay Outline

An outline can help you to organize your thoughts and ensure that your essay is well-structured. An inductive essay outline typically includes the following sections:

– Introduction: The introduction should provide background information on the topic and present the evidence that will be analyzed in the essay . It should also include a thesis statement that summarizes the conclusion that will be drawn from the evidence.

– Body Paragraphs: The body paragraphs should present the evidence and analyze it in depth. Each paragraph should focus on a specific piece of evidence and explain how it supports the thesis statement . The analysis should be logical and well-supported, with clear connections made between the evidence and the conclusion.

– Conclusion: The conclusion should summarize the evidence and the conclusion that was drawn from it. It should also provide a broader context for the conclusion, explaining why it matters and what implications it has for the topic at hand.

Inductive Essay Structure

The structure of an inductive essay is similar to that of other types of academic essays. It typically includes the following elements:

– Thesis statement: The thesis statement should summarize the conclusion that will be drawn from the evidence and provide a clear focus for the essay .

– Introduction: The introduction should provide background information on the topic and present the evidence that will be analyzed in the essay. It should also include a thesis statement that summarizes the conclusion that will be drawn from the evidence.

– Body Paragraphs: The body paragraphs should present the evidence and analyze it in depth. Each paragraph should focus on a specific piece of evidence and explain how it supports the thesis statement. The analysis should be logical and well-supported, with clear connections made between the evidence and the conclusion.

It is important to note that the body paragraphs can be organized in different ways depending on the nature of the evidence and the argument being made. For example, you may choose to organize the paragraphs by theme or chronologically. Regardless of the organization, each paragraph should be focused and well-supported with evidence.

By following this structure, you can ensure that your inductive essay is well-organized and persuasive, drawing on evidence to arrive at a sound conclusion. Remember to carefully analyze the evidence, and to draw logical connections between the evidence and the conclusion. With practice, you can master the art of inductive essays and become a skilled academic writer.

Inductive Essay Examples

Examples of successful inductive essays can provide a helpful model for your own writing. Here are some examples of inductive essay topics:

– Example 1: The Link Between Smoking and Lung Cancer: This essay could look at the studies and statistics that have been done on the link between smoking and lung cancer and come to a conclusion about how strong it is.

– Example 2: The Effects of Social Media on Mental Health: This essay could look at the studies and personal experiences that have been done on the effects of social media on mental health to come to a conclusion about the effects of social media on mental health.

– Example 3: The Effects of Climate Change on Agriculture: This essay could look at the studies and expert opinions on the effects of climate change on agriculture to come to a conclusion about how it might affect food production..

– Example 4: The Benefits of a Plant-Based Diet: This essay could look at the available evidence about the benefits of a plant-based diet, using studies and dietary guidelines to come to a conclusion about the health benefits of this type of diet.

– Example 5: The Effects of Parenting Styles on Child Development: This essay could look at the studies and personal experiences that have been done on the effects of parenting styles on child development and come to a conclusion about the best way to raise a child.

Tips for Writing an Effective Inductive Essay

Here are some tips for writing acompelling and effective inductive essay:

1. Presenting evidence in a logical and organized way: It is important to present evidence in a clear and organized way that supports the thesis statement and the conclusion. Use topic sentences and transitions to make the connections between the evidence and the conclusion clear for the reader.

2. Considering alternative viewpoints: When analyzing evidence, it is important to consider alternative viewpoints and opinions. Acknowledge counterarguments and address them in your essay, demonstrating why your conclusion is more compelling.

3. Using strong and credible sources: Use credible sources such as peer-reviewed journal articles , statistics, and expert opinions to support your argument. Avoid relying on unreliable sources or anecdotal evidence.

4. Avoiding fallacies and biases: Be aware of logical fallacies and biases that can undermine the credibility of your argument. Avoid making assumptions or jumping to conclusions without sufficient evidence.

By following these tips, you can write an effective inductive essay that draws on evidence to arrive at a sound conclusion. Remember to carefully analyze the evidence, consider alternative viewpoints, and use credible sources to support your argument. With practice and dedication, you can master the art of inductive essays and become a skilled academic writer.

Frequently Asked Questions

1. what is an inductive essay.

An inductive essay is an academic writing that starts with a set of observations or evidence and then works towards a conclusion. The essay requires careful analysis and interpretation of evidence, and the ability to draw logical conclusions based on that evidence.

2. What are the elements of an inductive essay?

An inductive essay typically consists of an introduction, body paragraphs, and a conclusion. The introduction provides background information and presents the thesis statement. The body paragraphs present the evidence and analyze it in depth. The conclusion summarizes the evidence and the conclusion drawn from it.

3. How do I choose a topic for an inductive essay?

To choose a topic for an inductive essay, carefully analyze the assignment prompt, brainstorm ideas, narrow down the topic, and select a topic that interests you.

4. What is the difference between an inductive essay and a deductive essay?

An inductive essay starts with evidence and works towards a conclusion, while a deductive essay starts with a thesis statement and provides arguments to support it.

5. How do I structure an inductive essay?

An inductive essay typically follows a structure that includes a thesis statement, introduction, body paragraphs, and conclusion.

Inductive essays are an important type of academic writing that require careful analysis and interpretation of evidence to come to a conclusion. By using the advice in this article, you can become a good inductive essay writer. Remember to carefully look at the evidence, think about other points of view, use reliable sources, and stay away from logical errors and biases. In conclusion , learning how to write inductive essays is important for developing critical thinking skills and making arguments that are compelling and convincing. You can make a valuable contribution to your field of study and to society as a whole by looking at the facts and coming to logical conclusions. With practice and hard work , you can learn to write good inductive essays that will help you in school and in your career.

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9.7: Inductive and Deductive Reasoning

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Learning Objectives

  • Differentiate between deductive and inductive reasoning

Deductive and Inductive Arguments: Two Ways of Understanding

We have two basic approaches for how we come to believe something is true.

The first way is that we are exposed to several different examples of a situation, and from those examples, we conclude a general truth. For instance, you visit your local grocery store daily to pick up necessary items. You notice that on Friday, two weeks ago, all the clerks in the store were wearing football jerseys. Again, last Friday, the clerks wore their football jerseys. Today, also a Friday, they’re wearing them again. From just these observations, you can conclude that on all Fridays, these supermarket employees will wear football jerseys to support their local team.

This type of pattern recognition, leading to a conclusion, is known as inductive reasoning .

Knowledge can also move the opposite direction. Say that you read in the news about a tradition in a local grocery store, where employees wore football jerseys on Fridays to support the home team. This time, you’re starting from the overall rule, and you would expect individual evidence to support this rule. Each time you visited the store on a Friday, you would expect the employees to wear jerseys.

Such a case, of starting with the overall statement and then identifying examples that support it, is known as deductive reasoning .

In the process of deduction, you begin with some statements, called “premises,” that are assumed to be true, you then determine what else would have to be true if the premises are true.

For example, you could begin by assuming that God exists, and is good, and then determine what would logically follow from such an assumption. With this premise, you would look for evidence supporting a belief in God.

With deduction, you can provide absolute proof of your conclusions, given that your premises are correct. The premises themselves, however, remain unproven and unprovable.

Examples of deductive logic:

  • All men are mortal. Joe is a man. Therefore Joe is mortal. If the first two statements are true, then the conclusion must be true.
  • Bachelors are unmarried men. Bill is unmarried. Therefore, Bill is a bachelor.
  • To get a Bachelor’s degree at a college, a student must have 120 credits. Sally has more than 130 credits. Therefore, Sally has a bachelor’s degree.

Two rectangles. Left: General Principle. Right: Special Case. An arrow pointing left to right above them is labeled "deductive reasoning." An arrow pointing right to left below them is labeled "inductive reasoning."

In the process of induction, you begin with some data, and then determine what general conclusion(s) can logically be derived from those data. In other words, you determine what theory or theories could explain the data.

For example, you note that the probability of becoming schizophrenic is greatly increased if at least one parent is schizophrenic, and from that you conclude that schizophrenia may be inherited. That is certainly a reasonable hypothesis given the data.

However, induction does not prove that the theory is correct. There are often alternative theories that are also supported by the data. For example, the behavior of the schizophrenic parent may cause the child to be schizophrenic, not the genes.

What is important in induction is that the theory does indeed offer a logical explanation of the data. To conclude that the parents have no effect on the schizophrenia of the children is not supportable given the data, and would not be a logical conclusion.

Examples of inductive logic:

  • This cat is black. That cat is black. A third cat is black. Therefore all cats are black.
  • This marble from the bag is black. That marble from the bag is black. A third marble from the bag is black. Therefore all the marbles in the bag black.
  • Most universities and colleges in Utah ban alcohol from campus. Therefore most universities and colleges in the U.S. ban alcohol from campus.

Deduction and induction by themselves are inadequate to make a compelling argument. While deduction gives absolute proof, it never makes contact with the real world, there is no place for observation or experimentation, and no way to test the validity of the premises. And, while induction is driven by observation, it never approaches actual proof of a theory. Therefore an effective paper will include both types of logic.

Argument terminology showing a flowchart that an argument can rely on either deductive or inductive reasoning, and then be considered either valid or invalid, and strong or weak.

This video reviews some of the distinctions between inductive and deductive reasoning.

You can view the transcript for “Inductive VS Deductive Reasoning by Shmoop” here (opens in new window) .

https://assessments.lumenlearning.co...essments/20280

https://assessments.lumenlearning.co...essments/20281

deductive reasoning : top-down reasoning; a method of reasoning in which a certain conclusion follows general premises.

inductive reasoning : bottom-up reasoning; a method of reasoning in which several premises provide evidence of a probable conclusion.

Contributors and Attributions

  • Image of inductive and deductive reasoning. Provided by : Lumen Learning. License : CC BY: Attribution
  • Argument Terminology. Authored by : Farcaster. Located at : https://en.Wikipedia.org/wiki/Argument#/media/File:Argument_terminology_used_in_logic.png . License : CC BY-SA: Attribution-ShareAlike
  • Inductive VS Deductive Reasoning by Shmoop. Authored by : Shmoop. Located at : https://www.youtube.com/watch?v=VXW5mLE5Y2g&feature=youtu.be . License : Other . License Terms : Standard YouTube License
  • Inductive and Deductive Reasoning. Provided by : Utah State University. Located at : ocw.usu.edu/English/introduction-to-writing-academic-prose/inductive-and-deductive-reasoning.html. Project : English 1010 Handbook. License : Public Domain: No Known Copyright
  • The Logical Structure of Arguments. Authored by : Radford University. Located at : lcubbison.pressbooks.com/chapter/core-201-analyzing-arguments/. Project : Core Curriculum Handbook. License : Public Domain: No Known Copyright

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  • Knowledge Base
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  • Inductive vs Deductive Research Approach (with Examples)

Inductive vs Deductive Reasoning | Difference & Examples

Published on 4 May 2022 by Raimo Streefkerk . Revised on 10 October 2022.

The main difference between inductive and deductive reasoning is that inductive reasoning aims at developing a theory while deductive reasoning aims at testing an existing theory .

Inductive reasoning moves from specific observations to broad generalisations , and deductive reasoning the other way around.

Both approaches are used in various types of research , and it’s not uncommon to combine them in one large study.

Inductive-vs-deductive-reasoning

Table of contents

Inductive research approach, deductive research approach, combining inductive and deductive research, frequently asked questions about inductive vs deductive reasoning.

When there is little to no existing literature on a topic, it is common to perform inductive research because there is no theory to test. The inductive approach consists of three stages:

  • A low-cost airline flight is delayed
  • Dogs A and B have fleas
  • Elephants depend on water to exist
  • Another 20 flights from low-cost airlines are delayed
  • All observed dogs have fleas
  • All observed animals depend on water to exist
  • Low-cost airlines always have delays
  • All dogs have fleas
  • All biological life depends on water to exist

Limitations of an inductive approach

A conclusion drawn on the basis of an inductive method can never be proven, but it can be invalidated.

Example You observe 1,000 flights from low-cost airlines. All of them experience a delay, which is in line with your theory. However, you can never prove that flight 1,001 will also be delayed. Still, the larger your dataset, the more reliable the conclusion.

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When conducting deductive research , you always start with a theory (the result of inductive research). Reasoning deductively means testing these theories. If there is no theory yet, you cannot conduct deductive research.

The deductive research approach consists of four stages:

  • If passengers fly with a low-cost airline, then they will always experience delays
  • All pet dogs in my apartment building have fleas
  • All land mammals depend on water to exist
  • Collect flight data of low-cost airlines
  • Test all dogs in the building for fleas
  • Study all land mammal species to see if they depend on water
  • 5 out of 100 flights of low-cost airlines are not delayed
  • 10 out of 20 dogs didn’t have fleas
  • All land mammal species depend on water
  • 5 out of 100 flights of low-cost airlines are not delayed = reject hypothesis
  • 10 out of 20 dogs didn’t have fleas = reject hypothesis
  • All land mammal species depend on water = support hypothesis

Limitations of a deductive approach

The conclusions of deductive reasoning can only be true if all the premises set in the inductive study are true and the terms are clear.

  • All dogs have fleas (premise)
  • Benno is a dog (premise)
  • Benno has fleas (conclusion)

Many scientists conducting a larger research project begin with an inductive study (developing a theory). The inductive study is followed up with deductive research to confirm or invalidate the conclusion.

In the examples above, the conclusion (theory) of the inductive study is also used as a starting point for the deductive study.

Inductive reasoning is a bottom-up approach, while deductive reasoning is top-down.

Inductive reasoning takes you from the specific to the general, while in deductive reasoning, you make inferences by going from general premises to specific conclusions.

Inductive reasoning is a method of drawing conclusions by going from the specific to the general. It’s usually contrasted with deductive reasoning, where you proceed from general information to specific conclusions.

Inductive reasoning is also called inductive logic or bottom-up reasoning.

Deductive reasoning is a logical approach where you progress from general ideas to specific conclusions. It’s often contrasted with inductive reasoning , where you start with specific observations and form general conclusions.

Deductive reasoning is also called deductive logic.

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Streefkerk, R. (2022, October 10). Inductive vs Deductive Reasoning | Difference & Examples. Scribbr. Retrieved 3 June 2024, from https://www.scribbr.co.uk/research-methods/inductive-vs-deductive-reasoning/

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Other students also liked, inductive reasoning | types, examples, explanation, what is deductive reasoning | explanation & examples, a quick guide to experimental design | 5 steps & examples.

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Guide To Inductive & Deductive Reasoning

Induction vs. Deduction

October 15, 2008, by The Critical Thinking Co. Staff

Induction and deduction are pervasive elements in critical thinking. They are also somewhat misunderstood terms. Arguments based on experience or observation are best expressed inductively , while arguments based on laws or rules are best expressed deductively . Most arguments are mainly inductive. In fact, inductive reasoning usually comes much more naturally to us than deductive reasoning.

Inductive reasoning moves from specific details and observations (typically of nature) to the more general underlying principles or process that explains them (e.g., Newton's Law of Gravity). It is open-ended and exploratory, especially at the beginning. The premises of an inductive argument are believed to support the conclusion, but do not ensure it. Thus, the conclusion of an induction is regarded as a hypothesis. In the Inductive method, also called the scientific method , observation of nature is the authority.

In contrast, deductive reasoning typically moves from general truths to specific conclusions. It opens with an expansive explanation (statements known or believed to be true) and continues with predictions for specific observations supporting it. Deductive reasoning is narrow in nature and is concerned with testing or confirming a hypothesis. It is dependent on its premises. For example, a false premise can lead to a false result, and inconclusive premises will also yield an inconclusive conclusion. Deductive reasoning leads to a confirmation (or not) of our original theories. It guarantees the correctness of a conclusion. Logic is the authority in the deductive method.

If you can strengthen your argument or hypothesis by adding another piece of information, you are using inductive reasoning. If you cannot improve your argument by adding more evidence, you are employing deductive reasoning.

“Inductive” vs. “Deductive”: How To Reason Out Their Differences

  • What Does Inductive Mean?
  • What Does Deductive Mean?
  • Inductive Reasoning Vs. Deductive Reasoning

Inductive and deductive are commonly used in the context of logic, reasoning, and science. Scientists use both inductive and deductive reasoning as part of the scientific method . Fictional detectives like Sherlock Holmes are famously associated with methods of deduction (though that’s often not what Holmes actually uses—more on that later). Some writing courses involve inductive and deductive essays.

But what’s the difference between inductive and deductive ? Broadly speaking, the difference involves whether the reasoning moves from the general to the specific or from the specific to the general. In this article, we’ll define each word in simple terms, provide several examples, and even quiz you on whether you can spot the difference.

⚡ Quick summary

Inductive reasoning (also called induction ) involves forming general theories from specific observations. Observing something happen repeatedly and concluding that it will happen again in the same way is an example of inductive reasoning. Deductive reasoning (also called deduction ) involves forming specific conclusions from general premises, as in: everyone in this class is an English major; Jesse is in this class; therefore, Jesse is an English major.

What does inductive mean?

Inductive is used to describe reasoning that involves using specific observations, such as observed patterns, to make a general conclusion. This method is sometimes called induction . Induction starts with a set of premises , based mainly on experience or experimental evidence. It uses those premises to generalize a conclusion .

For example, let’s say you go to a cafe every day for a month, and every day, the same person comes at exactly 11 am and orders a cappuccino. The specific observation is that this person has come to the cafe at the same time and ordered the same thing every day during the period observed. A general conclusion drawn from these premises could be that this person always comes to the cafe at the same time and orders the same thing.

While inductive reasoning can be useful, it’s prone to being flawed. That’s because conclusions drawn using induction go beyond the information contained in the premises. An inductive argument may be highly probable , but even if all the observations are accurate, it can lead to incorrect conclusions.

Follow up this discussion with a look at concurrent vs. consecutive .

In our basic example, there are a number of reasons why it may not be true that the person always comes at the same time and orders the same thing.

Additional observations of the same event happening in the same way increase the probability that the event will happen again in the same way, but you can never be completely certain that it will always continue to happen in the same way.

That’s why a theory reached via inductive reasoning should always be tested to see if it is correct or makes sense.

What else does inductive mean?

Inductive can also be used as a synonym for introductory . It’s also used in a more specific way to describe the scientific processes of electromagnetic and electrostatic induction —or things that function based on them.

What does deductive mean?

Deductive reasoning (also called deduction ) involves starting from a set of general premises and then drawing a specific conclusion that contains no more information than the premises themselves. Deductive reasoning is sometimes called deduction (note that deduction has other meanings in the contexts of mathematics and accounting).

Here’s an example of deductive reasoning: chickens are birds; all birds lay eggs; therefore, chickens lay eggs. Another way to think of it: if something is true of a general class (birds), then it is true of the members of the class (chickens).

Deductive reasoning can go wrong, of course, when you start with incorrect premises. For example, look where this first incorrect statement leads us: all animals that lay eggs are birds; snakes lay eggs; therefore, snakes are birds.

The scientific method can be described as deductive . You first formulate a hypothesis —an educated guess based on general premises (sometimes formed by inductive methods). Then you test the hypothesis with an experiment . Based on the results of the experiment, you can make a specific conclusion as to the accuracy of your hypothesis.

You may have deduced there are related terms to this topic. Start with a look at interpolation vs. extrapolation .

Deductive reasoning is popularly associated with detectives and solving mysteries. Most famously, Sherlock Holmes claimed to be among the world’s foremost practitioners of deduction , using it to solve how crimes had been committed (or impress people by guessing where they had been earlier in the day).

However, despite this association, reasoning that’s referred to as deduction in many stories is actually more like induction or a form of reasoning known as abduction , in which probable but uncertain conclusions are drawn based on known information.

Sherlock’s (and Arthur Conan Doyle ’s) use of the word deduction can instead be interpreted as a way (albeit imprecise) of referring to systematic reasoning in general.

What is the difference between inductive vs. deductive reasoning?

Inductive reasoning involves starting from specific premises and forming a general conclusion, while deductive reasoning involves using general premises to form a specific conclusion.

Conclusions reached via deductive reasoning cannot be incorrect if the premises are true. That’s because the conclusion doesn’t contain information that’s not in the premises. Unlike deductive reasoning, though, a conclusion reached via inductive reasoning goes beyond the information contained within the premises—it’s a generalization , and generalizations aren’t always accurate.

The best way to understand the difference between inductive and deductive reasoning is probably through examples.

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Examples of inductive and deductive reasoning

Examples of inductive reasoning.

Premise: All known fish species in this genus have yellow fins. Conclusion: Any newly discovered species in the genus is likely to have yellow fins.

Premises: This volcano has erupted about every 500 years for the last 1 million years. It last erupted 499 years ago. Conclusion: It will erupt again soon.

Examples of deductive reasoning

Premises: All plants with rainbow berries are poisonous. This plant has rainbow berries. Conclusion: This plant is poisonous.

Premises: I am lactose intolerant. Lactose intolerant people get sick when they consume dairy. This milkshake contains dairy. Conclusion: I will get sick if I drink this milkshake.

Reason your way to the best score by taking our quiz on "inductive" vs. "deductive" reasoning!

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Inductive Reasoning Paper Sample

September 11, 2022

Introduction

The universe consists of various living organisms and matter that have a complex relationship between them and other species. Scientists have studied unraveling these complex relationships and the composition of these living organisms.

The body of knowledge that aims at understanding the nature of living organisms and their respective relationships is known as science. Science is the system where data is objectively gathered, analyzed, and concluded through aggressive research. Science cannot be ignored since it is applied in daily operations.

Classification of Science

Science can be categorized into two depending on the mode of its application; pure or applied science. Pure science is natural and does not require human intervention to achieve the expected results. This category of science leads to expected results since the process is repetitive. On the other hand, applied science requires the involvement of human beings who conduct the scientific research process towards specific results. In this science category, dependent and independent variables are tested to conclude the observations made.

Generally, science can be divided into three fields, earth science, physical science, and life science. These fields can be further subdivided to include specific areas of specialization that contribute to science.

Nature of Science

Scientists share common beliefs among themselves and are enthusiastic about their work which involves discovering and explaining certain events for the simple understanding of human beings. Common beliefs shared by scientists are.

First, scientific information is bound to change in tandem with the changes in the universe. As changes are experienced, scientific theories are challenged, and scientists need to discover a new phenomenon that requires to be studied.

Secondly, scientific knowledge exists indefinitely, and new theories are based on past ideas that act as stepping stones for discoveries.

Lastly, they believe that science cannot provide answers to all events in the universe; therefore, they collaborate with other fields of knowledge to understand the universe.

A study should include several characteristics that define science to be classified as scientific.

Firstly, evidence supporting the findings should be provided to determine their validity. This means that the scientist has to analyze, take measurements, and observe to draw valid conclusions. Results achieved from scientific research are subject to further testing and revision where necessary.

Secondly, the investigation needs to be diverse, where everything imaginable can be tested and analyzed. This is because scientists base their research on hypotheses instead of factual data. Science, therefore, ensures a balance between logic and imagination.

Thirdly, the information achieved should be able to explain the nature of events and their predictability. It aims at establishing a common pattern among the variables and if they follow it several times.

Fourthly, science aims at establishing and not favoring certain observations. This is why evidence is necessary if a scientist claims a specific observation.

Lastly, science is diversified. Therefore, everybody is at will to conduct investigations to explain a phenomenon.

Several schools of thought explain the nature of the philosophy of science. The most common is methodological naturalism and critical rationalism. Methodological naturalism affirms that scientific study must be based on measurable data that consists of dependent and independent data.

On the other hand, critical rationalism retains avoiding bias since it is difficult to distinguish between natural and supernatural phenomena. This theory proposes that science should concentrate on avoiding errors and not justifying or verifying them.

Inductive Reasoning

Due to the nature of science, researching every living organism is tiresome and time-consuming. Analyzing every single organism would take decades for scientists to come up with valid conclusions. On the same note, technology is a hindrance since it has to be improved to facilitate quick analysis and the delivery of valid results.

Owing to this complex nature, scientific research is based on the results achieved from the analysis of selected specimens belonging to a specific natural order. These results are tested severally, and if similar, the researchers conclude that the phenomenon under study is similar to all organisms in that group. This is referred to as inductive reasoning or induction.

Induction refers to analyzing gathered data from a small sample representing a larger group of organisms and drawing conclusions that apply to the overall group. Observations made from the specimen are purported to apply to other individual organisms in the group. Conclusions are drawn from observations and are conducted through four stages: observation, analysis, inference, and confirmation or revision.

The opposite of inductive reasoning is referred to as deductive reasoning. This reasoning entails narrowing down a specific phenomenon from a general perspective. Assumptions in this form of reasoning entail that common law applies to all situations. This calls for an investigation of the law’s applicability when subjected to a specific case. The results could be either affirmative or negative; thus, conclusions are drawn accordingly. This reasoning begins with a specific theory and testing its validity in different study areas.

In some quarters, inductive reasoning is referred to as the scientific method, which consists of six steps: problem statement, evaluation of the problem, hypothesis statement, hypothesis testing, result analysis, stating the findings, and revision. These steps will ensure the credibility of the results and simplify the repetition process. Many critics have argued that inductive reasoning is meant to misdirect others into believing that one can determine the behavior of a group of items by analyzing samples that will represent the group members.

Although some instances may prove this to be true, they are few compared to the instances where inductive reasoning has been applied and succeeded. On the same note, not all issues can be resolved scientifically thus; m, maybe, these instances are not scientific. Therefore, they cannot be explained scientifically.

Science aims to establish a relationship among several variables and determine a common pattern. By establishing this pattern, scientists can predict future occurrences and their magnitude. These predictions are based on research conducted in the past. Critics of inductive reasoning argue that it is not linked to the future and that new phenomena require new investigations. This would prove to be expensive and time-consuming.

The new phenomenon is generated from a previous one, so it would be wise to further the previous investigations. Nature is a process that progresses in stages that are uniform. These stages can be analyzed, and a common pattern is found that will make it possible for one to determine the future.

According to the critics, there is no surety that the future will resemble the past. However, it is evident in previous findings that nature is uniform and can be predicted. Relationships can be observed at any time without conducting any study, whether through inductive or deductive reasoning.

Advantage and Disadvantage

The main advantage of inductive reasoning is that scientists can discover new phenomena. This is because it allows for the sound integration of logic and imagination that results in these discoveries that further science as an area of study. Scientists can take a common phenomenon and try to fit it into the most unimaginable conditions where they can analyze the results achieved. Whether they are positive or negative, the researcher will conclude or further the investigations.

Secondly, inductive reasoning allows for the open discussion of the phenomenon since the scientists get to answer questions raised on the validity of their results.

On the other hand, discoveries can be made but cannot be proven. This is so because conclusions drawn are based on observation of several samples and not the actual specimens involved.

Although inductive reasoning has its fair share of challenges, it is very useful in analyzing data that has a high magnitude and drawing valid conclusions. Science assumes a wide nature where all matter to be studied cannot be studied alone, thus necessitating the need to collect samples to represent a group’s members. However, inductive and deductive reasoning should be integrated into studies to broaden the analysis of certain men and provide the necessary material to back up their claims.

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Curd, M. & Cover, J. A. Commentary: “Philosophy of Science, the Central Issues. Norton Pub., New York, 1998.

Feeney, A. & Heit, E. Inductive Reasoning: Cognitive, Mathematical, & Neuroscientific Approaches. Cambridge Univ. Press, Cambridge, 2007.

Maxwell, S.E. & Delaney, H.D. Designing Experiments & Analyzing Data: A Model Comparison Perspective. Lawrence Erlbaum Associates, Birmingham, 2004.

Popper, K. The Problem of Induction: Philosophy of Science, the Central Issues. Harvard Univ. Press, Harvard, 1959.

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Conventional Reasoning: Understanding the Influence of Established Norms

This essay about conventional reasoning explores how widely accepted norms and beliefs shape human thought and behavior. It examines the role of societal norms in maintaining social order, influencing perceptions and attitudes, and impacting domains like education, politics, and business. The essay also highlights the evolving nature of conventional reasoning and the importance of critical thinking in challenging biases and promoting social progress.

How it works

Conventional reasoning, the process of forming conclusions based on widely accepted norms and beliefs, significantly influences human thought and behavior. This type of reasoning is deeply ingrained in societal structures, affecting everything from individual decisions to collective social dynamics. To grasp the impact of established norms, it is crucial to explore how conventional reasoning develops, functions, and affects various life aspects.

Fundamentally, conventional reasoning depends on the acceptance of societal norms, which are the unwritten rules that govern behavior within a community.

These norms provide a framework for understanding what is considered acceptable and unacceptable, guiding individuals on how to act in various situations. From an early age, people are socialized into these norms through family, education, and broader cultural experiences. This socialization process ingrains a sense of what is normal and expected, which becomes the foundation for conventional reasoning.

One significant impact of conventional reasoning is its role in maintaining social order. By adhering to established norms, individuals contribute to a predictable and stable social environment. For instance, traffic laws are a form of conventional reasoning where people follow established rules to ensure safety and order on the roads. Similarly, social etiquette dictates how people interact with each other, fostering harmonious relationships and reducing conflicts. In these ways, conventional reasoning acts as a glue that holds society together, providing a common ground for people to coexist.

However, the influence of conventional reasoning extends beyond mere social order; it also shapes perceptions and attitudes. For example, cultural norms surrounding gender roles have historically dictated what is considered appropriate behavior for men and women. These norms influence career choices, personal aspirations, and even interpersonal relationships. Although there has been significant progress in challenging and changing these norms, conventional reasoning continues to exert a powerful influence, often subconsciously guiding individuals’ beliefs and actions.

Education is another domain where conventional reasoning plays a significant role. The educational system often reinforces established norms and conventional thinking through curricula and teaching methods. Students are taught to accept certain historical narratives, scientific theories, and moral values as given truths. While this approach provides a structured learning environment, it can also limit critical thinking and creativity. By encouraging students to conform to established norms, conventional reasoning in education can sometimes stifle innovation and discourage questioning of the status quo.

In the realm of politics, conventional reasoning is a double-edged sword. On one hand, it fosters a sense of unity and common purpose by aligning individuals’ beliefs and actions with established political ideologies. On the other hand, it can lead to polarization and resistance to change. Political leaders often appeal to conventional reasoning to garner support, using rhetoric that resonates with widely held beliefs and values. However, this can also result in the entrenchment of outdated policies and hinder progress on pressing issues such as climate change, social justice, and economic inequality.

The influence of conventional reasoning is also evident in the business world. Corporate culture is built on established norms that dictate how employees should behave, dress, and interact with each other. These norms create a sense of identity and belonging within an organization, contributing to its overall effectiveness. However, rigid adherence to conventional reasoning can also stifle innovation and adaptability. Companies that rely too heavily on established practices may struggle to respond to changing market conditions and emerging challenges. To remain competitive, businesses must strike a balance between following established norms and embracing new ideas.

Despite its pervasive influence, conventional reasoning is not static. Societal norms evolve over time, influenced by cultural shifts, technological advancements, and increased awareness of social issues. The rise of the internet and social media has accelerated this process, providing platforms for diverse voices and alternative perspectives. As a result, conventional reasoning is continually being challenged and reshaped. Movements such as #MeToo, Black Lives Matter, and environmental activism have brought attention to systemic issues and questioned long-standing norms, prompting individuals and institutions to reevaluate their beliefs and practices.

Understanding the influence of conventional reasoning also requires recognizing its limitations. While it provides a sense of stability and predictability, it can also perpetuate biases and inequalities. Established norms often reflect the values and interests of dominant groups within society, marginalizing those who do not conform. This can lead to systemic discrimination and social injustice. For instance, conventional reasoning around race and ethnicity has historically justified discriminatory practices and reinforced stereotypes. Challenging these norms is essential for creating a more inclusive and equitable society.

To mitigate the limitations of conventional reasoning, it is important to cultivate critical thinking and openness to new ideas. Encouraging individuals to question established norms and consider alternative perspectives can lead to more informed and thoughtful decision-making. Education systems play a crucial role in this process by promoting critical thinking skills and fostering a culture of inquiry. Additionally, creating spaces for dialogue and debate can help challenge conventional reasoning and promote social progress.

In conclusion, conventional reasoning is a powerful force that shapes human thought and behavior through the influence of established norms. While it provides stability and order, it can also perpetuate biases and limit innovation. Understanding the impact of conventional reasoning requires examining how societal norms are developed, reinforced, and challenged. By fostering critical thinking and embracing diverse perspectives, individuals and societies can navigate the complexities of conventional reasoning and work towards a more inclusive and dynamic future.

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COMMENTS

  1. 15 Inductive Reasoning Examples (2024)

    15 Inductive Reasoning Examples. Inductive reasoning involves using patterns from small datasets to come up with broader generalizations. For example, it is used in opinion polling when you poll 1,000 people and use that data to come up with an estimate of broader public opinion. Typically, inductive reasoning moves from the specific to the ...

  2. Inductive Reasoning

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    Inductive Essay Examples. Unlike in a deductive essay, inductive texts explore the topic without arguing for the correctness of the hypothesis. Here you will provide evidence first and suggest your reasoning only in the concluding paragraph. In terms of structure, you move from the particular cases to the general principle. We will write.

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    Dr. Tamara Fudge, Kaplan University professor in the School of Business and IT There are several ways to present information when writing, including those that employ inductive and deductive reasoning. The difference can be stated simply: Inductive reasoning presents facts and then wraps them up with a conclusion. Deductive reasoning presents a thesis statement and…

  7. Inductive Reasoning: Definition, Examples, & Methods

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  8. Inductive Essays: Tips, Examples, And Topics

    Elements of an Inductive Essay. Most of the time, an inductive essay has three main parts: an intro, body paragraphs, and a conclusion. The introduction should explain what the topic is about and show the evidence that will be looked at in the essay.It should also have a thesis statement that sums up the conclusion that will be drawn from the evidence.

  9. Inductive Reasoning

    You may have come across inductive logic examples that come in a set of three statements. These start with one specific observation, add a general pattern, and end with a conclusion. Examples: Inductive reasoning. Stage. Example 1. Example 2. Specific observation. Nala is an orange cat and she purrs loudly.

  10. What Is Inductive Reasoning?

    Inductive reasoning and deductive reasoning are the two most prominent approaches to critical thinking and argumentation. Each plays a crucial role in reasoning and argumentation, but they serve different functions: Inductive reasoning relies on specific observations to form general conclusions. Example: "The sun has risen every day of my life; therefore, the sun will always rise every day."

  11. Inductive Reasoning in Philosophy

    Introduction. Inductive reasoning is a form of reasoning that enables us to draw conclusions based on evidence. It involves making generalizations about a particular event or situation based on limited information. The philosophical problem of induction arises when one considers the possibility that the conclusions that we draw may not be ...

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    Figure 1. Deductive reasoning starts with an understanding of a general principle, then special cases help support that principle. Inductive reasoning works the other way around, where a special case is observed first, which leads to the eventual understanding of a general principle.

  13. Inductive vs. Deductive Research Approach

    Revised on June 22, 2023. The main difference between inductive and deductive reasoning is that inductive reasoning aims at developing a theory while deductive reasoning aims at testing an existing theory. In other words, inductive reasoning moves from specific observations to broad generalizations. Deductive reasoning works the other way around.

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    Example: Premise 1: All dogs are mammals. Premise 2: Rex is a dog. Conclusion: Therefore, Rex is a mammal. In this deductive argument, the conclusion follows necessarily from the premises. If we accept the truth of the general principle that all dogs are mammals (1) and the premise that Rex is a dog (2), we are logically compelled to accept the ...

  15. Inductive vs Deductive Reasoning

    The main difference between inductive and deductive reasoning is that inductive reasoning aims at developing a theory while deductive reasoning aims at testing an existing theory. Inductive reasoning moves from specific observations to broad generalisations, and deductive reasoning the other way around. Both approaches are used in various types ...

  16. Guide To Inductive & Deductive Reasoning

    In fact, inductive reasoning usually comes much more naturally to us than deductive reasoning. Inductive reasoning moves from specific details and observations (typically of nature) to the more general underlying principles or process that explains them (e.g., Newton's Law of Gravity). It is open-ended and exploratory, especially at the beginning.

  17. What's the Difference Between Inductive and Deductive Reasoning?

    Using inductive reasoning in essays, such as observation essays, allows you to observe patterns in behaviors and draw conclusions based on what you've witnessed or based on experiments you've conducted. Inductive reasoning examples. Below are two examples of how you might use inductive reasoning in an observation essay. Example #1:

  18. Inductive Reasoning: What It Is, Examples & Types

    Inductive reasoning is one way that you make decisions. It's a mental process where you predict what may happen based on what you've experienced yourself or know from other people's experiences. Inductive reasoning happens in your brain's frontal lobe. Certain conditions may affect your frontal lobe and your ability to use this type of ...

  19. ️ Inductive Approach in Writing: Free Examples and Guide

    An inductive essay is a type of writing that aims to persuade the reader to accept a conclusion based on the presentation of evidence or examples. This type of essay is often used in academic writing to explore a particular topic, to draw conclusions about it, and to convince the reader that those conclusions are valid.

  20. Inductive reasoning

    Inductive reasoning is any of various methods of reasoning in which broad generalizations or principles are derived from a body of observations. This article is concerned with the inductive reasoning other than deductive reasoning (such as mathematical induction), where the conclusion of a deductive argument is certain given the premises are correct; in contrast, the truth of the conclusion of ...

  21. PDF Argumentation Essays

    Argumentation Essays Purpose: 1. Convince the reader A. To convince, appeal to the reader‟s logic; provide sound reasoning, facts, statistics, ... Deductive vs. Inductive Reasoning: 1. Deduction states the argument first, and then supports it with examples (Holland). A. Syllogism - a three-part structure including two premises and a ...

  22. "Inductive" vs. "Deductive"

    ⚡ Quick summary. Inductive reasoning (also called induction) involves forming general theories from specific observations.Observing something happen repeatedly and concluding that it will happen again in the same way is an example of inductive reasoning.Deductive reasoning (also called deduction) involves forming specific conclusions from general premises, as in: everyone in this class is an ...

  23. Inductive Reasoning Essay Example

    In some quarters, inductive reasoning is referred to as the scientific method, which consists of six steps: problem statement, evaluation of the problem, hypothesis statement, hypothesis testing, result analysis, stating the findings, and revision. These steps will ensure the credibility of the results and simplify the repetition process.

  24. Conventional Reasoning: Understanding the Influence of Established

    Essay Example: Conventional reasoning, the process of forming conclusions based on widely accepted norms and beliefs, significantly influences human thought and behavior. This type of reasoning is deeply ingrained in societal structures, affecting everything from individual decisions to collective.

  25. Language Models Need Inductive Biases to Count Inductively

    Counting is a fundamental example of generalization, whether viewed through the mathematical lens of Peano's axioms defining the natural numbers or the cognitive science literature for children learning to count. The argument holds for both cases that learning to count means learning to count infinitely. While few papers have tried to distill transformer "reasoning" to the simplest case of ...