Working With Data

Working With Data

Working With Data

Data is a set of values of subjects with respect to qualitative or quantitative variables.

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Data and information or knowledge are often used interchangeably; however data becomes information when it is viewed in context or in post-analysis.[1] While the concept of data is commonly associated with scientific research, data is collected by a huge range of organizations and institutions, including businesses (e.g., sales data, revenue, profits, stock price), governments (e.g., crime ratesunemployment ratesliteracy rates) and non-governmental organizations (e.g., censuses of the number of homeless people by non-profit organizations).

Data is measuredcollected and reported, and analyzed, whereupon it can be visualized using graphs, images or other analysis tools. Data as a general concept refers to the fact that some existing information or knowledge is represented or coded in some form suitable for better usage or processingRaw data (“unprocessed data”) is a collection of numbers or characters before it has been “cleaned” and corrected by researchers. Raw data needs to be corrected to remove outliers or obvious instrument or data entry errors (e.g., a thermometer reading from an outdoor Arctic location recording a tropical temperature). Data processing commonly occurs by stages, and the “processed data” from one stage may be considered the “raw data” of the next stage. Field data is raw data that is collected in an uncontrolled “in situ” environment. Experimental data is data that is generated within the context of a scientific investigation by observation and recording. Data has been described as the new oil of the digital economy.[2][3]

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ORDER NOW FOR AN ORIGINAL PAPER!!!Working With Data

Statistical analysis software is a valuable tool that helps researchers perform the complex calculations. However, to use such a tool effectively, the study must be well designed. The social worker must understand all the relationships involved in the study. He or she must understand the study’s purpose and select the most appropriate design. The social worker must correctly represent the relationship being examined and the variables involved. Finally, he or she must enter those variables correctly into the software package. This assignment will allow you to analyze in detail the decisions made in the “Social Work Research: Chi Square” case study and the relationship between study design and statistical analysis. Assume that the data has been entered into SPSS and you’ve been given the output of the chi-square results. (See Week 4 Handout: Chi-Square findings).

Submit a 1-page paper of the following:

An analysis of the relationship between study design and statistical analysis used in the case study that includes:

  • An explanation of why you think that the agency created a plan to evaluate the program

An explanation of why the social work agency in the case study chose to use a chi square statistic to evaluate whether there is a difference between those who participated in the program and those who did not (Hint: Think about the level of measurement of the variables)

 

  • A description of the research design in terms of observations (O) and interventions (X) for each group.

 

  • Interpret the chi-square output data. What do the data say about the program?ADDITIONAL INSTRUCTIONS FOR THE CLASS

    Discussion Questions (DQ)

    • Initial responses to the DQ should address all components of the questions asked, include a minimum of one scholarly source, and be at least 250 words.
    • Successful responses are substantive (i.e., add something new to the discussion, engage others in the discussion, well-developed idea) and include at least one scholarly source.
    • One or two sentence responses, simple statements of agreement or “good post,” and responses that are off-topic will not count as substantive. Substantive responses should be at least 150 words.
    • I encourage you to incorporate the readings from the week (as applicable) into your responses.

    Weekly Participation

    • Your initial responses to the mandatory DQ do not count toward participation and are graded separately.
    • In addition to the DQ responses, you must post at least one reply to peers (or me) on three separate days, for a total of three replies.
    • Participation posts do not require a scholarly source/citation (unless you cite someone else’s work).
    • Part of your weekly participation includes viewing the weekly announcement and attesting to watching it in the comments. These announcements are made to ensure you understand everything that is due during the week.

    APA Format and Writing Quality

    • Familiarize yourself with APA format and practice using it correctly. It is used for most writing assignments for your degree. Visit the Writing Center in the Student Success Center, under the Resources tab in LoudCloud for APA paper templates, citation examples, tips, etc. Points will be deducted for poor use of APA format or absence of APA format (if required).
    • Cite all sources of information! When in doubt, cite the source. Paraphrasing also requires a citation.
    • I highly recommend using the APA Publication Manual, 6th edition.

    Use of Direct Quotes

    • I discourage overutilization of direct quotes in DQs and assignments at the Masters’ level and deduct points accordingly.
    • As Masters’ level students, it is important that you be able to critically analyze and interpret information from journal articles and other resources. Simply restating someone else’s words does not demonstrate an understanding of the content or critical analysis of the content.
    • It is best to paraphrase content and cite your source.

     

    LopesWrite Policy

    • For assignments that need to be submitted to LopesWrite, please be sure you have received your report and Similarity Index (SI) percentage BEFORE you do a “final submit” to me.
    • Once you have received your report, please review it. This report will show you grammatical, punctuation, and spelling errors that can easily be fixed. Take the extra few minutes to review instead of getting counted off for these mistakes.
    • Review your similarities. Did you forget to cite something? Did you not paraphrase well enough? Is your paper made up of someone else’s thoughts more than your own?
    • Visit the Writing Center in the Student Success Center, under the Resources tab in LoudCloud for tips on improving your paper and SI score.

    Late Policy

    • The university’s policy on late assignments is 10% penalty PER DAY LATE. This also applies to late DQ replies.
    • Please communicate with me if you anticipate having to submit an assignment late. I am happy to be flexible, with advance notice. We may be able to work out an extension based on extenuating circumstances.
    • If you do not communicate with me before submitting an assignment late, the GCU late policy will be in effect.
    • I do not accept assignments that are two or more weeks late unless we have worked out an extension.
    • As per policy, no assignments are accepted after the last day of class. Any assignment submitted after midnight on the last day of class will not be accepted for grading.

    Communication

    • Communication is so very important. There are multiple ways to communicate with me: 
      • Questions to Instructor Forum: This is a great place to ask course content or assignment questions. If you have a question, there is a good chance one of your peers does as well. This is a public forum for the class.
      • Individual Forum: This is a private forum to ask me questions or send me messages. This will be checked at least once every 24 hours.

     

     

     

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