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You want to estimate how many fish there are in a small pond. Let's suppose that you first capture \(n_{1}=500\) fish, tag them, and throw them back into the pond. After a couple of days you go back to the pond and capture \(n_{2}=120\) fish, of which \(k=30\) are tagged. Estimate the number of fish in the pond.

Short Answer

Expert verified
The estimated number of fish in the pond is 2000.

Step by step solution

01

Understand the Scenario

In this scenario, a certain number of fish (\(n_{1}=500\)) were first tagged and released. Then, a different number of fish (\(n_{2}=120\)) was captured, and among these, 30 were already tagged.
02

Write down the Proportion

By assuming that the proportion of tagged fish in the pond is the same as the proportion of tagged fish in the second sample, we can represent this in the form of an equation.\n\[\frac{k}{n_{2}} = \frac{n_{1}}{N}\]
03

Solving the Proportion for N

In this equation, 'N' is the estimated number of fish in the lake. This number can be solved for by rewriting the equation as follows: \[N = \frac{n_{1} * n_{2}}{k}\].
04

Plug in the Values and solve

Now it's time to plug in the values into the equation and solve for N. \[N = \frac{500 * 120}{30} = 2000\]

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Population Estimation
Estimating the population of fish in a pond can be done using the capture-recapture method. This method allows scientists and researchers to predict the total number of individuals in a population without having to count all members directly.

The basic idea is to use samples collected from the population to make an informed estimate about the entire population. In the exercise, fish are first captured and tagged, and then released back into the pond. After a few days, a second sample is captured. By comparing the number of tagged fish in this second sample to the total number in that sample, we can estimate how many fish are in the entire pond.

This method assumes a few things to ensure accuracy:
  • The marked and unmarked fish must mix thoroughly between captures.
  • There must be no significant birth, death, immigration, or emigration between captures.
  • Each fish must have an equal probability of being captured.
By following these assumptions, the capture-recapture method provides a reliable estimate of the total population.
Tagging Fish
Tagging fish is a crucial step in the capture-recapture method used for population estimation. It involves capturing a set number of fish, applying an identifiable tag, and then releasing them back into their habitat.

This tagging helps in tracking individuals without needing to repeatedly capture every fish in the pond. Each tag is unique or easily identifiable, ensuring that when the second sample is taken, researchers can quickly recognize which fish were previously captured.

There are several ways to tag a fish, but it is essential to choose a method that doesn't harm the fish or alter its behavior. Common tagging methods include:
  • Using small, non-invasive tags attached to the fish's fin.
  • Injecting a small, color-coded pit tag under the fish's skin.
Tagging ensures that the captured fish can be quickly counted and released, helping maintain the overall health and behavior of the population.
Proportionality in Statistics
Proportionality in statistics plays a key role when applying the capture-recapture method for population estimation. It involves creating a proportion, which is a statement about the two ratios being equivalent. In this context, the proportion looks like this:

\[\frac{k}{n_2} = \frac{n_1}{N}\]

Here, \(k\) represents the number of tagged fish recaptured in the second sample. \(n_2\) is the total number of fish in the second sample, \(n_1\) is the number of fish initially tagged and released, and \(N\) is the total population of fish in the pond.

By setting up this equation, we can solve for \(N\), which is what we're trying to estimate. The concept of proportionality allows us to assume that the ratio of tagged fish in the second sample is equivalent to the ratio of the tagged population to the entire fish population. This logical equivalence simplifies the process and makes the estimation more manageable and mathematically straightforward.

This concept of proportionality is foundational in statistics, helping make sense of how parts of a dataset relate to the entire dataset.

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Most popular questions from this chapter

Refer to a study on the effectiveness of an HPV (human papilloma virus) vaccine conducted between October 1998 and November \(1999 .\) HPV is the most common sexually transmitted infection-more than 20 million Americans are infected with HPV-but most HPV infections are benign, and in most cases infected individuals are not even aware they are infected. (On the other hand, some HPV infections can lead to cervical cancer in women.) The researchers recruited 2392 women from 16 different centers across the United States to participate in the study through advertisements on college campuses and in the surrounding communities. To be eligible to participate in the study, the subjects had to meet the following criteria: (1) be a female between 16 and 23 years of age, (2) not be pregnant, (3) have no prior abnormal Pap smears, and (4) report to have had sexual relations with no more than five men. At each center, half of the participants were randomly selected to receive the HPV vaccine, and the other half received a placebo injection. After 17.4 months, the incidence of HPV infection was 3.8 per 100 woman-years at risk in the placebo group and 0 per 100 woman-years at risk in the vaccine group. In addition, all nine cases of HPV-related cervical precancerous growths occurred among the placebo recipients. Carefully state what a legitimate conclusion from this study might be.

The Dean of Students at Tasmania State University wants to determine how many undergraduates at TSU are familiar with a new financial aid program offered by the university. There are 15,000 undergraduates at TSU, so it is too expensive to conduct a census. Instead, the dean decides to conduct a survey using a sample of 150 undergraduates. Describe how the dean might implement each of the following sampling methods. (See also Exercises 57 through \(60 .\) ) (a) Simple random sampling (b) Convenience sampling (c) Stratified sampling (d) Quota sampling

Refer to a clinical trial named APPROVe designed to determine whether Vioxx, a medication used for \(a r\) thritis and acute pain, was effective in preventing the recurrence of colorectal polyps in patients with a history of colorectal adenomas. APPROVe was conducted between 2002 and 2003 and involved 2586 participants, all of whom had a history of colorectal adenomas. The participants were randomly divided into two groups: 1287 were given 25 milligrams of Vioxx daily for the duration of the clinical trial (originally intended to last three years), and 1299 patients were given a placebo. Neither the participants nor the doctors involved in the clinical trial knew who was in which group. During the trial, 72 of the participants had cardiovascular events (mostly heart attacks or strokes). Later it was found that 46 of these people were from the group taking the Vioxx and only 26 were from the group taking the placebo. Based on these results, the clinical trial was stopped in 2003 and Vioxx was taken off the market in 2004. (a) Describe the control and treatment groups in APPROVe. (b) APPROVe can be described as a double-blind, randomized controlled placebo study. Explain why each of these terms applies.

(a) For the capture-recapture method to give a reasonable estimate of \(N\), what assumptions about the two samples must be true? (b) Give reasons why the assumptions in (a) may not hold true in many situations.

Refer to the following story: The city of Cleansburg has 8325 registered voters. There is an election for mayor of Cleansburg, and there are three candidates for the position: Smith, Jones, and Brown. The day before the election a telephone poll of 680 randomly chosen registered voters produced the following results: 306 people surveyed indicated that they would vote for Smith, 272 indicated that they would vote for Jones and 102 indicated that they would vote for Brown. Given that in the actual election Smith received \(42 \%\) of the vote, Jones \(43 \%\) of the vote, and Brown \(15 \%\) of the vote, find the sampling errors in the survey expressed as percentages.

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