Subjects statistics

Truth Statements

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Truth Statements


1. The problem is to determine whether each given statement about normal distribution, hypothesis testing, and probability is ALWAYS, SOMETIMES, or NEVER true. 2. Let's analyze each statement carefully: - "The parameters to be considered in normal distribution are the population mean and the standard score." The parameters of a normal distribution are the population mean ($\mu$) and the population standard deviation ($\sigma$), not the standard score (z-score). The standard score is derived from these parameters. **Answer: NEVER** - "If the graph of a normal curve is shorter and wider, the standard deviation has greater value." A larger standard deviation spreads the curve out more, making it wider and lower in height. **Answer: ALWAYS** - "If the element is 25, population mean is 25, and standard deviation is 10. The area will be equal to zero." The area under the normal curve at a single point is zero because area represents probability over an interval. **Answer: ALWAYS** - "The standard score of zero will produce an area equal to zero." A z-score of zero corresponds to the mean; the probability at a single point is zero, but cumulative area up to zero is 0.5. The statement is ambiguous but if it means area at that point, it's zero. **Answer: ALWAYS** - "The baseline of a normal curve is a number line with 6 sigma distances." The normal distribution is often shown with a range of $\pm 3\sigma$ (total 6 sigma distances) covering most data. **Answer: SOMETIMES** (commonly used but not a strict rule) - "A hypothesis statement is a prediction or an educated guess." Hypothesis is a testable prediction. **Answer: ALWAYS** - "The alternative hypothesis should always be accepted." Alternative hypothesis is accepted only if data supports it. **Answer: NEVER** - "The null hypothesis should always be rejected." Null hypothesis is rejected only if evidence is strong. **Answer: NEVER** - "In tossing a coin, the result will always be pair and balance." Single toss can be heads or tails; no guarantee of balance. **Answer: NEVER** - "In tossing 10 coins, the result will always be pair and balance." Results vary; balance is not guaranteed. **Answer: NEVER** 3. Summary of answers: | Statement | Truth Value | |---|---| | Parameters are mean and standard score | NEVER | | Shorter and wider curve means greater SD | ALWAYS | | Area at element = mean is zero | ALWAYS | | Z-score zero area is zero | ALWAYS | | Baseline is number line with 6 sigma | SOMETIMES | | Hypothesis is prediction | ALWAYS | | Alternative hypothesis always accepted | NEVER | | Null hypothesis always rejected | NEVER | | Tossing coin always pair and balance | NEVER | | Tossing 10 coins always pair and balance | NEVER | Final answers are based on statistical definitions and probability theory.