Part 1
1. Explain the difference between the terms factors and treatments. Give an example
Within an experimental setting, the term factor which is also referred to as an independent variable is a variable that is explanatory and can usually be manipulated by the one conducting the experiment. Every factor typically has different values meaning that there are two or more levels for the factor. On the other hand, treatment can be defined as a combination or amalgamation of these factor levels. That is, it is a mixture of the different values of the independent variable (Heath, 2002).
2. What are some potential problems of a poor experimental design?
One of the potential problems of a poor experimental design is biasedness. This is largely for the reason that such a design fails overlooks and fails to take into consideration the rules of randomization and facilitates augmented experimental mistakes. In addition, this implies that there is the potential problem of validity and reliability of the research study or experiment.
3. Draw an outline of a randomized comparative experiment with five different treatment groups.
An example of a randomized comparative experiment can encompass the provision of two different kinds of treatment, including Vitamin C and Vitamin K. The subjects of the study are assigned in a random manner.
The following is an outline of a randomized comparative experiment with five different treatment groups:
Vitamin C
0 mg
40 mg
60 mg
80 mg
100 mg
Vitamin K
0 mg
20 mg
50 mg
70 mg
100 mg
4. Explain why it is important to use the following:
a) Randomization
Randomization takes into account the use of chance in the assigning process of experimental groups or subjects to treatments. The advantage of using randomization is that it avoids any bias in the practice of selection and guarantees that there is no inadvertent bias. In addition, it generates groups that are comparable and eradicates the source of bias within the assignment done to treatments (Laurel, 2003).
b) Replication
It is important to make use of replication in a study because it facilitates the use of enough or sufficient experimental units in every group in order that any differences in the treatment effects can be distinguished from the variances that exist between the groups (Laurel, 2003).
c) control groups
A control group is delineated as the group within a study that does undergo the treatment being examined by the researchers or experimenters and is thereafter employed as a standard to measure the manner in which other subjects being tested perform or respond.
5. Explain the meaning of the term block design. When is such a design appropriate?
In a block design randomized study, the person conducting the experiment categorized the subjects into smaller subgroups referred to as block, in the sense that the variability existing within these blocks is lesser as compared to the variability existing between these blocks. Subsequently, the subjects within every within every block or subgroup are randomly assigned to the different treatment conditions in the study (Laurel, 2003).
6. Explain what is meant by a matched pairs design. Give an example.
A matched pairs design is a distinctive case of a randomized block design. This design can solely be used at an instance where the experiment has solely two treatment conditions. Therefore, the participating subjects in the studies are categorized into pairs, on the basis of a kind of blocking variable. Subsequently, in every pair categorized, randomization...
References
Heath, D. (2002). An introduction to experimental design and statistics for biology. CRC Press.
Laurel, B. (2003). Design research: methods and perspectives. Massachusetts: MIT press.
Mitchell, M. L., & Jolley, J. M. (2012). Research design explained. New York: Cengage Learning.
Volpp, K. G., Troxel, A. B., Pauly, M. V., Glick, H. A., Puig, A., Asch, D. A., ... & Corbett, E. (2009). A randomized, controlled trial of financial incentives for smoking cessation. New England Journal of Medicine, 360(7), 699-709.
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