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Chi-Square

  Chi-Square is a statistical test that can be used to analyze results from categorical variables. Categorical variables are variables that contain clearly different groups. The chi-square statistic is used with frequency data.  The chi-square value is reported with a probability ( p ) value indicating significance.  For example, we can use chi-square to test for an association between frequency of attendance at organizational meetings and age groups (category variable).  Common measures of effect size associated with chi-square analyses are Cramer’s V or the phi coefficient. Read more about Chi Square and other statistics in the following books. Applied Statistics: Concepts for Counselors on  AMAZON  or GOOGLE Creating Surveys on AMAZON     or   GOOGLE  Worldwide Links to Connections   Please check out my website     www.suttong.com    and see my books on    AMAZON        or  GOOGLE STORE Also, consider connecting with me on    FACEBOOK     Geoff W. Sutton         TWITTER    @Ge

Regression Data Analysis

  Regression is a statistical procedure used to predict values on a criterion variable from the knowledge of values obtained on a predictor variable. For example, an organization may use an employment screening test or survey that has been useful in the past to predict how well employees perform a particular type of job. The criterion variable is a continuous variable, meaning it can have a range of score values. Predictor variables may be either continuous or categorical variables. When there is only one predictor variable and one criterion variable, the procedure is known as simple regression .   Read more about regression in these books. Applied Statistics on AMAZON or GOOGLE Creating Surveys on AMAZON or GOOGLE Checkout My Page     www.suttong.com    My Books   AMAZON         and            GOOGLE STORE   FOLLOW me on    FACEBOOK     Geoff W. Sutton           X   @Geoff.W.Sutton      PINTEREST    www.pinterest.com/GeoffWSutton   Articles:    Academia   

HEXACO Personality Inventory-Revised (HEXACO-PI-R)

  The HEXACO is a six-domain measure of personality available in 60-item and 100-item versions. The scale has been translated into many languages. These scales are available on the HEXACO website. The letters in HEXACO represent the names of the six domains. The domains are referred to as scales and are listed below. I will add a few descriptive words for each scale and provide the link below where you can obtain more details. In addition to the scales for the six domains, each domain has subscales referred to as facet-level scales. I have simply used the word subscales for these facets.   HEXACO authors: Kibeom Lee and Michael C. Ashton ********** Honesty-Humility : temptation to break or follow rules, motivations for personal gain, self-importance. Subscales: Sincerity, Fairness, Greed Avoidance, Modesty Emotionality : fear, worry, anxiety, emotional support Subscales: Fearfulness, Anxiety, Dependence, Sentimentality eXtraversion : interest/ comfort in social interactio

Beliefs in a Just World Scale

    According to the just world hypothesis , “people have a need to believe that their environment is a just and orderly place where people usually get what they deserve (Lerner & Miller, 1978, p. 1030).” Beliefs about a just world may be measured with the Global Belief in a Just World Scale (Lipkus, 1991). The scale has 7-items, which participants rate on a 6-point basis: 1 = strong disagreement and 6 = strong disagreement about the applicability of an item to oneself. Permission According to PsycTESTS, contact the publisher and corresponding author. Author contact as of 21 December 2020 https://scholars.duke.edu/person/isaac.lipkus Sample items 1. I feel that people get what they are entitled to have. 7. I basically feel that the world is a fair place.   References Lerner, M. J., & Miller, D. T. (1978). Just world research and the attribution process: Looking back and ahead.  Psychological Bulletin ,  85 (5), 1030–1051.  https://doi.org/10.1037/0033-

Screening Questions for Spirituality in Counseling

  Mental health professionals have recognized the importance of religion and spirituality to wellbeing. I have seen intake forms that ignore spirituality or ask only about a person’s religious identity or if they would like a visit from a chaplain or clergy during a hospitalization. Clinicians can reasonably ask how to explore the importance of spirituality to treatment without being overly intrusive or disrespectful when a patient does not volunteer relevant information. David Hodge (2013) offers four screening questions based on his review of the literature (p. 98). I offer a paraphrase of Hodge’s suggestions and suggest consulting his chapter, which I found in my university library (see reference below). Each question is tied to a one-word therapeutic purpose. 1. Importance How important is spiritual or religious faith to you? 2. Affiliation Do you attend religious services? Do you participate in any groups that would be considered religious or spiritual? 3. Resources

Metaphors Can Interfere with Understanding Survey Items and Results

Photo for illustration purposes only “If Jesus is God, how could he create the world if he wasn’t born yet.”                      —Girl, age 7 It will be a while until this 7-year-old passes through the stage of concrete operations and begins to pull apart various mental constructs in a serious fashion. Along the way she’ll pick up many metaphors, including those that unravel men’s thinking about God hundreds of years ago. And all sorts of other metaphors. Americans are known for being religious and in particular, for being Christian; however, as is commonly said, the devil is in the details . In this post, I look at religious survey items to make a point about being careful when writing and interpreting survey items containing concepts with a range of meaning. ********* God- Who is God? Gallup keeps tabs on Americans’ views on God. In an interesting article, Hrynowski ( 2019 ) reveals a different response rate for beliefs in God depending on how the question is asked. Spec

Dispositional Contempt Scale

  The Dispositional Contempt Scale (DCS) developed by Schriber et al. (2017) included 10-items measuring contempt on a 5-point rating scale. Instructions The authors provided the following instructions on the downloaded form. Below are a series of statements that may or may not relate to you. Please read each statement carefully, considering each one by one, and indicate the extent to which each describes you by using the response options. There are no right or wrong answers. Please answer honestly, as we are interested in how you actually think, feel, and behave. Items 1. I tend to disregard people who fall short of my standards. 2. I often lose respect for others. 3. Feeling disdain for others comes naturally to me. 4. I tend to accept people regardless of their flaws. 5. I would never try to make someone feel worthless. 6. I often feel like others are wasting my time. 7. I hardly ever think others are inferior to me. 8. All in all, I am repelled by others