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Quality control Sammy's Salsa, a small local company, produces 20 cases of salsa a day. Each case contains 12 jars and is imprinted with a code indicating the date and batch number. To help maintain consistency, at the end of each day, Sammy selects three jars of salsa, weighs the contents, and tastes the product. Help Sammy select the sample jars. Today's cases are coded \(07 \mathrm{~N} 61\) through \(07 \mathrm{~N} 80\). a. Carefully explain your sampling strategy. b. Show how to use random numbers to pick 3 jars. c. Did you use a simple random sample? Explain.

Short Answer

Expert verified
A sampling strategy is developed by numbering all jars from 1 to 240 each day and then using a random number generator to select three jars to be tested. The method used is a simple random sample because every jar has an equal chance of being selected.

Step by step solution

01

Formulate Sampling Strategy

We have a total of 20 cases of salsa made every day. Each case includes 12 jars and they are coded in sequential numerical order. The goal is to randomly select three jars for sampling. The most straightforward sampling strategy would be to number all jars sequentially from 1 to 240 (i.e. 20 cases * 12 jars) and then use a method to randomly select a number within this range.
02

Random Selection Process

There are several methods that could be used for randomly selecting 3 jars, such as using a random number generator found in most computer software or even investing in a random number generating machine. The only rule that needs to be followed is that the random numbers chosen should be between 1 and 240. Each number corresponds to a jar.
03

Explanation of Sampling Method

Yes, a simple random sample was used. In a simple random sample, every jar of salsa has an equal chance of being selected. In this instance, every jar, numbered from 1 to 240, has an equal opportunity to be chosen because the selection is made by chance via the random number generator.

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Key Concepts

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

Quality Control
Quality control is a pivotal process in manufacturing that ensures products meet specific requirements and are consistent in quality. In the context of Sammy's Salsa, quality control involves checking the weight and taste of the salsa in a selection of jars from daily production to ensure that each batch is up to standard.

A well-designed sampling strategy is crucial for accurate quality control. This allows Sammy to infer the quality of the entire day's production from a few selected jars without having to test every single one. If a problem is detected in the samples, it can lead to further investigation and corrective measures to address issues in the production process.

An effective quality control strategy saves time and resources while maintaining customer trust and satisfaction by preventing the sale of subpar products. For small businesses like Sammy’s Salsa, maintaining a high-quality product is essential for reputation and continued success in the market.
Random Sampling
Random sampling is a statistical method used to select a subset of individuals or items from a larger population, where each member has an equal chance of being chosen. This technique is integral to quality control processes like Sammy's Salsa's daily checks.

There are numerous benefits to random sampling in quality control:
  • It reduces bias, as the selection process doesn’t favor any particular group within the population.
  • When conducted properly, it allows for generalizations from the sample to the larger population.
  • It simplifies the collection process and is usually more cost-effective than testing all items.
Random sampling is both a fair and statistically sound approach that supports the reliability of quality control findings. In Sammy's case, the sampling strategy outlined in the textbook ensures unpredictability and fairness across all jars produced in a day.
Simple Random Sample
A simple random sample is a specific type of random sampling where each possible sample of the desired size has the same chance of being selected from the population. In Sammy's Salsa's case, each jar of salsa has an equal probability of being selected for quality control testing.

For Sammy, using a simple random sample is highly practical and ensures each of the 240 jars (20 cases × 12 jars per case) has an equal opportunity to be tested. This is typically done using a random number generator to avoid unintentional bias.

When a simple random sample is used, the resulting data can be considered representative of the larger batch, which is immensely helpful in making conclusions about the overall quality level of the production for that day. This method is prized for its simplicity and effectiveness, which is why it is a popular choice in quality control for small businesses with limited resources.

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