By the time you get to the analysis of your data, most of the really difficult work has been done. It’s much more difficult to: define the research problem; develop and implement a sampling plan; conceptualize, operationalize and test your measures; and develop a design structure. If you have done this work well, the analysis of the data is usually a fairly straightforward affair.
In most social research the data analysis involves three major steps, done in roughly this order:
Cleaning and organizing the data for analysis (Data Preparation)
Testing Hypotheses and Models (Inferential Statistics)
Data Preparation involves checking or logging the data in; checking the data for accuracy; entering the data into the computer; transforming the data; and developing and documenting a database structure that integrates the various measures.
Descriptive Statistics are used to describe the basic features of the data in a study. They provide simple summaries about the sample and the measures. Together with simple graphics analysis, they form the basis of virtually every quantitative analysis of data. With descriptive statistics you are simply describing what is, what the data shows.
Inferential Statistics investigate questions, models and hypotheses. In many cases, the conclusions from inferential statistics extend beyond the immediate data alone. For instance, we use inferential statistics to try to infer from the sample data what the population thinks. Or, we use inferential statistics to make judgments of the probability that an observed difference between groups is a dependable one or one that might have happened by chance in this study. Thus, we use inferential statistics to make inferences from our data to more general conditions; we use descriptive statistics simply to describe what’s going on in our data.
In most research studies, the analysis section follows these three phases of analysis. Descriptions of how the data were prepared tend to be brief and to focus on only the more unique aspects to your study, such as specific data transformations that are performed. The descriptive statistics that you actually look at can be voluminous. In most write-ups, these are carefully selected and organized into summary tables and graphs that only show the most relevant or important information. Usually, the researcher links each of the inferential analyses to specific research questions or hypotheses that were raised in the introduction, or notes any models that were tested that emerged as part of the analysis. In most analysis write-ups it’s especially critical to not “miss the forest for the trees.” If you present too much detail, the reader may not be able to follow the central line of the results. Often extensive analysis details are appropriately relegated to appendices, reserving only the most critical analysis summaries for the body of the report itself.
PSY 2060 Assignment Research Analysis NURS_6002_Week_3_Assignment_Rubric
NURS_6002_Week_3_Assignment_Rubric
Criteria
Ratings
Pts
This criterion is linked to a Learning OutcomeUsing the Week 3 Part 3, section of your Academic Success and Professional Development Plan Template complete Step 1. Conduct an analysis of the elements of the research article you identified. Be sure to include the following:· The topic of interest you have selected. · Correctly formatted APA citation of the article you selected, along with link or search details. · Identify one or more professional practice uses of the theories/concepts presented in the article.
25to >22.0 pts
Excellent
The response clearly identifies the topic of interest selected. … The response accurately and completely provides a citation of the article selected, including an accurate and complete link or thorough search details. … The response clearly identifies and describes in detail a professional practice use of the theories/concepts presented in the article.
22to >19.0 pts
Good
The response partially identifies the topic of interest selected. … The response provides a partial citation of the article selected, including a partial link or search details. … The response partially identifies and describes a professional practice use of the theories/concepts presented in the article.
19to >17.0 pts
Fair
The response vaguely identifies the topic of interest selected. … The response vaguely or inaccurately provides a citation of the article selected, including vague or inaccurate search details. … The response vaguely or inaccurately identifies and describes a professional practice use of the theories/concepts presented in the article.
17to >0 pts
Poor
The response vaguely and inaccurately identifies the topic of interest selected or is missing. … The response vaguely and inaccurately provides a citation of the article selected, including vague and inaccurate search details, or is missing. … The response vaguely and inaccurately identifies and describes a professional practice use of the theories/concepts presented in the article or is missing.
25 pts
This criterion is linked to a Learning OutcomeAnalysis of the article using the Research Analysis Matrix section of the template for:Strengths of the ResearchLimitations of the ResearchRelevancy to the Topic of Interest. · Write a one-paragraph justification explaining whether or not you would recommend the use of this article to inform professional practice.
20to >17.0 pts
Excellent
The response clearly and accurately provides a detailed analysis of the article using the Research Analysis Matrix section of the template. … The response clearly and accurately explains in detail the justification of whether to recommend the use of the article to inform professional practice.
17to >15.0 pts
Good
The response provides a partial analysis of the article using the Research Analysis Matrix section of the template. … The response partially explains the justification of whether or not to recommend the use of the article to inform professional practice.
15to >13.0 pts
Fair
The response provides a vague or inaccurate analysis of the article using the Research Analysis Matrix section of the template. … The response vaguely or inaccurately explains the justification of whether or not to recommend the use of the article to inform professional practice.
13to >0 pts
Poor
The response provides a vague and inaccurate analysis of the article using the Research Analysis Matrix section of the template or is missing. … The response vaguely and inaccurately explains the justification of whether or not to recommend the use of the article to inform professional practice or is missing.
20 pts
This criterion is linked to a Learning OutcomePart 3, Step 2: Write a 2-3 paragraph summary that you will add to your Academic Success and Professional Development Plan that includes the following: · Describe your approach to identifying and analyzing peer-reviewed research· Identify at least two strategies that you would use that you found to be effective in finding peer-reviewed research. · Identify at least one resource you intend to use in the future to find peer-reviewed research.
45to >40.0 pts
Excellent
The response clearly and accurately describes in detail the approach to identifying and analyzing peer-reviewed research. The response clearly identifies and accurately describes in detail at least two strategies used to be effective in finding peer-reviewed research. … The response clearly identifies and accurately describes in detail at least one resource you intend to use in the future to find peer-reviewed research.
40to >35.0 pts
Good
The response partially describes the approach to identifying and analyzing peer-reviewed research. The response partially identifies and describes at least two strategies used to be effective in finding peer-reviewed research. … The response partially identifies and describes in detail at least one resource you intend to use in the future to find peer-reviewed research.
35to >31.0 pts
Fair
The response vaguely or inaccurately describes the approach to identifying and analyzing peer-reviewed research. The response vaguely or inaccurately identifies and describes at least two strategies used to be effective in finding peer-reviewed research. … The response vaguely or inaccurately identifies describes in detail at least one resource you intend to use in the future to find peer-reviewed research.
31to >0 pts
Poor
The response vaguely and inaccurately describes the approach to identifying and analyzing peer-reviewed research or is missing. The response vaguely and inaccurately identifies and describes at least two strategies used to be effective in finding peer-reviewed research or is missing. … The response vaguely or inaccurately identifies describes in detail or is missing at least one resource you intend to use in the future to find peer-reviewed research.
45 pts
This criterion is linked to a Learning OutcomeWritten Expression and Formatting – Paragraph Development and Organization:Paragraphs make clear points that support well developed ideas, flow logically, and demonstrate continuity of ideas. Sentences are carefully focused–neither long and rambling nor short and lacking substance. which delineates all required criteria.
5to >4.0 pts
Excellent
Paragraphs and sentences follow writing standards for flow, continuity, and clarity.
4to >3.0 pts
Good
Paragraphs and sentences follow writing standards for flow, continuity, and clarity 80% of the time.
3to >2.0 pts
Fair
Paragraphs and sentences follow writing standards for flow, continuity, and clarity 60%- 79% of the time.
2to >0 pts
Poor
Paragraphs and sentences follow writing standards for flow, continuity, and clarity < 60% of the time.
5 pts
This criterion is linked to a Learning OutcomeWritten Expression and Formatting – English writing standards: Correct grammar, mechanics, and proper punctuation
5to >4.0 pts
Excellent
Uses correct grammar, spelling, and punctuation with no errors.
4to >3.0 pts
Good
Contains a few (1-2) grammar, spelling, and punctuation errors.
3to >2.0 pts
Fair
Contains several (3-4) grammar, spelling, and punctuation errors.
2to >0 pts
Poor
Contains many (≥ 5) grammar, spelling, and punctuation errors that interfere with the reader’s understanding.