Differentiate Reliability and validity
Reliability: Reliability refers to the consistency or stability of measurements or data. In other words, it measures whether a measurement or data collection method produces consistent and repeatable results over time or across different conditions. If a measurement or data collection method is reliable, it should yield similar results when used repeatedly. Reliability is about the precision and consistency of the measurement process itself.
Validity: Validity, on the other hand, refers to the extent to which a measurement or data collection method accurately measures or represents what it is intended to measure. It assesses whether the measurement or data collection method is capturing the true concept or construct it claims to measure. Validity is about the accuracy and truthfulness of the measurement or data
Multiple Choice Question:
1. Reliability refers to:
a) Consistency and precision in measurement
b) Accuracy and truthfulness in measurement
c) Capturing the intended concept accurately
d) None of the above
Fill in the Blanks:
1. If the measurement is consistent, it should be ________.
2. Reliability assesses whether the same results would be obtained if the investigation is carried out again by different researchers using the same ________.
3. Subject error, subject bias, observer error, and observer bias are factors that can affect the ________ of measurements.
4. Reliability focuses on the ________ and ________ of measurements.
Answers:
1. repeatable
2. methods
3. reliability
4. consistency, precision
Multiple Choice Question:
1. Validity is concerned with:
a) Consistency and precision in measurement
b) Accuracy and truthfulness in measurement
c) Capturing the intended concept accurately
d) None of the above
Fill in the Blanks:
1. Validity is about whether the study scientifically answers the ________ intended or not.
2. Validity assesses whether the evidence reflects the ________ under investigation.
3. The researcher aims to find out and establish ________ the study is about.
4.Validity is about…………………….or ………………………
Answer: c) Capturing the intended concept accurately
Answers:
1. question
2. reality
3. what
4. accuracy or reality
1…………………… refers to the
difference between an observed or calculated
value and the …………….. value .
3………………………….
refers to the actual or population mean of a particular variable.
It represents the average value of the variable across the entire population.
differentiate between systemic error and random error
Systemic error
the consistent or persistent
difference between the observed or
measured value and the true value
*arises from flaws in the experimental
design, measurement instruments, or
data collection process
*can have a significant impact on
statistical analyses and conclusions
*discovered experimentally by comparing a given result with a measurement of the same quantity performed using different method or by using a more accurate measuring instrument.
*can be eliminated by using proper technique, calibrating equipment and employing standards
Random error
* refers to the unpredictable or random
variation in the observed or measured value
*caused by chance factors such as natural
variation in the population, measurement
errors, or sampling variation
discovered by performing measurement of same quantity number of times under same conditions
*generally distributed evenly around the true
value and cancel out over time with repeated
measurements
*can be reduced by taking average of a large number of observations
Systemic error:
Multiple Choice Question:
1. Systemic error refers to:
a) Consistent or persistent difference between the observed or measured value and the true value
b) Unpredictable or random variation in the observed or measured value
c) Measurement errors caused by chance factors
d) None of the above
Random error:
Multiple Choice Question:
1. Random error refers to:
a) Consistent or persistent difference between the observed or measured value and the true value
b) Unpredictable or random variation in the observed or measured value
c) Measurement errors caused by chance factors
d) None of the above
Fill in the Blanks:
1. Systemic error arises from flaws in the experimental design, measurement instruments, or data collection ________.
2. Random error is caused by chance factors such as natural variation in the population, measurement errors, or ________ variation.
3. Random errors are generally distributed evenly around the ________ value and cancel out over time with repeated measurements.
Answer: a) Consistent or persistent difference between the observed or measured value and the true value
Answer: b) Unpredictable or random variation in the observed or measured value
Answers:
1. process
2. sampling
3. true
Critical Questions:
Fill in the Blanks:
Answers:
Answer: b) The consistent or persistent difference between the observed value and the true value
Answer: a) Natural variation in the population, measurement errors, or sampling variation
Critical Questions:
Answers:
1. a) Random error
2. b) Systematic error
3. b) Systematic error
4. b) It leads to random error
5. b) It introduces systematic errors
6. random
7.systemic