This assessment covers research development and design, statistical analysis, data analysis and write-up, and assumption checks. It includes a study on the impact of depression on mental well-being and a statistical decision-making process.
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Online Research methods Assessment
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Table of Contents SECTION ONE: RESEARCH DEVELOPMENT AND DESIGN................................................2 Literature scoping........................................................................................................................2 Research question and hypothesis...............................................................................................2 Research Design..........................................................................................................................3 SECTION TWO: STATISTICAL ANALYSIS..............................................................................4 Statistical Decision making.........................................................................................................4 Data analysis and Write-up..........................................................................................................5 Linear Regression........................................................................................................................6 Paired Samples T-Test.................................................................................................................8 Assumption Checks.................................................................................................................8 Independent Samples T-Test.......................................................................................................9 Poster presentation.....................................................................................................................12 REFERENCES..............................................................................................................................15
SECTION ONE: RESEARCH DEVELOPMENT AND DESIGN Literature scoping Depression in youth is considered as a major issue for the young adults. Also, there were many studies that has already conducted which entails that there is a negative impact identified over the mental health of the people (Weersing and et.al., 2017). Further, it has been identified that almost one in five adults were likely to be experiencing depression which will be increases when the effective steps have not taken. Moreover, in the past decades, several different types of psychotherapy for depression have been developed and as a result, the term defined as a the informed and intentional application of clinical methods that is compiled of different principle related to the same. Also, if such rate of mental illness increases from last many years then it affects the overall mental health of people in negative manner (Cuijpers and et.al., 2019). Majority of the depressed patients are mainly treated in primary care and for that small portion of these are referred to mental health services. Instead of hundred trials on drugs and therapy, some limited number of trials on drugs are mainly focused upon the primary care patients. Therefore, the results are based upon the mental health care and this is not valid in depressed primary care patients. So, the current study shed a light upon how the mental illness affected when the person is depressed and for that primary research has to be conducted that provide a fair result. The chosen topic for the present study is to determine the impact of depression upon the mental wellbeing of the adults. Also, there are different treatment and treatment offered that helps to let them know about how depression may cause negative impact over their health. Therefore, the rationale for choosing this particular topic is to determine the views of people towards the selected research questions. Research question and hypothesis The research question for the study is such that What is the impact of depression upon adult’s mental well-being. Hypothesis: H0 (Null hypothesis): There is no relationship between the mean value of adult’s well-being.
H1 (Alternative hypothesis): There is a relationship between the mean value of adult’s well- being. The hypothesis are used in statistical testing in which null hypothesis is used to predict no effects or no relationship between variable whereas alternative is related to determine the prediction of an effect. Further, alternative hypothesis show some statistical difference between and null hypothesis do not. Research Design This section determine how research methods actually assist the research to meet the defined aim and for that below mention articles are used to prove the hypothesis. Participants:In order to prove the hypothesis, the key participants for the present study will be 50 adults from Wales from Cefn Coed Hospital in order to determine their views and impact over the mental well-being. The selected participants are recruited randomly those respondents are chosen who are highly depressive in nature. The inclusion criteria used for the present study includes those articles which are published after 2018 and that contain the term depression, mental health. However, the exclusion criteria for the present study are included those which does not provide quantitative study so that they determine the accurate results (White and et.al., 2018). The key demographic details used for the present study includes the details of age where the adults range varies from 18 to 25, 25 to 30 and above 30. However, some of them may be females and males so that they can determine the results in an effective manner. Design:In the present study and chosen research topic, depression is the independent variable and mental well-being is dependent variable. In the present study, the condition for describe through the hypothesis included that depression have a direct impact over the adult’s mental well-being and this causes a direct impact over their performance as well. In this, within group is used for the present study because regression analysis has used that determine the relationship between the variable and this assist to prove the hypothesis as well. Materials:For the present study, likert scale questionnaire has been designed which in turn assist to accomplish the defined objectives and answer the research questions as well.
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Further, in order to determine the views pertaining to depression and its impact over the mental well-being, likert scale questionnaire is well suitable to ascertain the same. SECTION TWO: STATISTICAL ANALYSIS Statistical Decision making Research Question Design (within/ between) IV(s)Levels of IVDV(s)Proposed Test Istherea significant difference between thosewho have engaged inbinge drinkingin thepastand thosewho havenoton levelsof future intentionto binge drink? betweenbinge drinkingin thepastand thosewho have not Two levelsFuture intention Independent sample T test Levelsof previous binge drinking, attitude, socialnorm Withinbinge drinking, attitude, socialnorm andself- efficacy -Future intention Regression
andself- efficacy significantly predict future intentionto binge drink? significantly Istherea significant difference between congruent and incongruent reaction times? BetweenCongruent reaction times One levelIncongruent reaction times Paired T Test Istherea significant interaction between ethnicityand implicit association? WithinEthnicityTwo levelImplicit association Independent sample T test Data analysis and Write-up Set one:
1) Independent Samples T-Test tdfp Intention-5.47584<.001ᵃ Note.Student's t-test. ᵃLevene's test is significant (p < .05), suggesting a violation of the equal variance assumption From the above test it has been identified that there is a difference between the those who have engaged in binge drinking in the past and those who have not on levels of future intention to binge drink. It is so because the value of p is lower than the standard criteria and this in turn shows that alternative hypothesis will be accepted over other. Further, it can be stated that they are engaged in a binge drinking over the past with those who are not on levels of future intention. 2) Linear Regression Model Summary - Intention ModelRR²Adjusted R²RMSE H₀0.0000.0000.0002.400 H₁0.8170.6670.6551.410 ANOVA ModelSum of SquaresdfMean SquareFp H₁Regression326.3633108.78854.705<.001 Residual163.068821.989
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ANOVA ModelSum of SquaresdfMean SquareFp Total489.43285 Note.The intercept model is omitted, as no meaningful information can be shown. Coefficients Mode lUnstandardizedStandard ErrorStandardizedtp H₀(Intercept)3.2250.25912.463<.001 H₁(Intercept)-0.6470.374-1.7300.087 SelfEfficacy0.4660.0890.5375.249<.001 Norm-8.816e-40.125-6.866e-4-0.0070.994 Attitude0.4230.1350.3333.1380.002 Through the above, it has been identified that the value of p is lower than the standard criteria and that is why, it can be stated that there will be a proper prediction for the future intention to a binge drink. As the regression value clearly indicated that it provides a results pertaining to lower than the standard value. That is why, it can be stated that alternative hypothesis is accepted and this in turn shows that the all the independent variable can be easily predict the future intention to binge drink. Set two:
Paired Samples T-Test Paired Samples T-Test 95% CI for Mean Difference 95% CI for Cohen's d Measure 1Measure 2tdfp Mean Differenc e SE Differenc e Lowe r Uppe r Cohen' s d Lowe r Uppe r Congruen t-InCongrue nt - 1.57 1 28 1 0.11 7-0.0380.024- 0.0850.010-0.094- 0.2100.024 Note.Student's t-test. Assumption Checks Test of Normality (Shapiro-Wilk) Wp Congruent-InCongruent0.905<.001 Note.Significant results suggest a deviation from normality. Through the value it has been identified that there is no difference between the congruent and incongruent reaction times because the value of p is greater than 0.05 and that is why, it can be stated that mean difference between the values are -0.038.
Independent Samples T-Test Independent Samples T-Test 95% CI for Mean Difference tdfpMean Difference SE DifferenceLowerUpperCohen's d Ethnicit y - 3.474280<.001ᵃ-0.6530.188-∞-0.343-0.457 Note.For all tests, the alternative hypothesis specifies that groupMaleis less than group Female. Note.Student's t-test. ᵃLevene's test is significant (p < .05), suggesting a violation of the equal variance assumption Through the above test, it has been identified that the value of ethnicity between the values is lower than the standard criteria and this is why, it can be stated that there is an interaction between ethnicity and implicit association. That is why, it can be stated that changes in the views of male and females with regard to ethnicity actually varies and this in turn assist to create a better outcome. Descriptive statistics Set one 1)
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Descriptive Statistics Intention NoYes Valid5036 Missing00 Mean2.1874.667 Std. Deviation1.8732.323 Minimum1.0001.000 Maximum8.3339.000 In accordance with the above table, it has been identified that from the all the participants the intention of people whose says no is 2.187 whereas yes is 4.667. However, the variation from the mean is related to 2.187 and this can be fluctuate by 1.87. 2) Descriptives NMeanSDSE Intention863.2252.4000.259 SelfEfficacy864.6942.7620.298 Norm863.7981.8690.202 Attitude863.9841.8900.204
From the above, it has been identified that the mean of intention is 3.225 and it can be varied from 2.40 as per the standard deviation value. Further, the mean value of self-efficiency is 4.69 and it might changes with the value by 2.762. Whereas, the value of attitude is 3.98 and it might varied from 1.890. Set two 1) Descriptives NMeanSDSECoefficient of variation Congruent28 21.1770.5780.0340.491 InCongruent28 21.2150.3600.0210.297 As per the above, it has been identified that the mean of the congruent is 1.77 whereas incongruent is 1.215 and there are total 282 participants chosen for the present data in order to determine their views. Also, the value of standard deviation reflected that the mean of congruent can be varied by 0.578. Whereas, the standard deviation can be changed by the mean is 0.36. 2) Group Descriptives GroupNMea nSDSECoefficient of variation Ethnicit yMale811.8641.1590.1290.622
Group Descriptives GroupNMea nSDSECoefficient of variation Female20 12.5171.5230.1070.605 As per the above data, it has been identified that the value of ethnicity in accordance with the male is 1.864 which indicated that average number of male are African- Caribbean or Black. Also, it can be analysed that out of 201 females, the mean value is 2.51 which shows approx Asian and this might be varied by 1.523. That is why, it can be stated that ethnicity of the people is relied upon the people who are either African-Carribean or Black or Asian. Poster presentation
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For the current poster, Binge Drinking as a study has chosen in which the data first collected by selecting 86 participants. Here, different variables are used which include binge drink past, that determine whether the selected participant actually drink it or not. Next is, how often past which means that how frequently they drink the same. On the other side, third and onward variable are attitude, norms, elf-efficiency, intention which reflected the number that determine the values accordingly. The selected dataset determine the actual performance and the views of selected participants so that the business can make decision accordingly. Further, in the next stage i.e. evaluation has performed which identify how the dataset are evaluated in order to perform the results in an effective manner. This can be performed by using different inferential test which in turn assist to examine the results and create a better outcome. In order to determine the answer of the provided research questions, accurate test need to be applied that provide the results. In this, dependent and independent variable has choosen which include future intention is dependent where as binge drinking, attitude, social norm and self- efficacy are treated as an independent variable. In the third stage, analysis has used that assist to analyse the results in an accurate manner. Further, it can be stated that by applying independent sample t test in the chosen dataset so thatdifference between those who have engaged in binge drinking in the past and those who have not on levels of future intention to binge drink can be identified. The results generated from the same reflected that there is a significant difference between the values as it is lower than 0.05. Further, another tool has used for the present dataset in order to predict the future intention to binge drink. Such that alternative hypothesis has selected which in turn shows that the association between the independent and dependent value is 0.81 which shows that there is strong association between the variable. Whereas, the value of R square reflected that it create 66% changes over the dependent variable. This in turn shows that there will be high impact identified over the future intention to binge drink when the level ofprevious binge drinking, attitude, social norm and self-efficacy significantly changes. Overall, it can be stated that with the help of such analysis tool, there will be a direct impact identified over the dependent variable. This in turn shows that when the people have
changes over the binge drinking and attitude then it causes a direct impact over the future intention. As the p value also reflected there is an alternative hypothesis has selected which entails that 0.01 is lower than 0.05 and that is why, it can be stated that it will create a direct impact over the dependent variable. Also, it has been analysed that with the change in the different factor, the people intention might be varied and that is why, it can be stated that it helps to make changes in the decision of a company.
REFERENCES Books and Journals Cuijpers, P. & et.al., (2019). Psychological treatment of depression in primary care: recent developments.Current psychiatry reports.21(12). pp.1-10. Weersing, V.R. & et.al., (2017). Evidence base update of psychosocial treatments for child and adolescent depression.Journal of Clinical Child & Adolescent Psychology.46(1). pp.11- 43. White, S.W. & et.al., (2018). Psychosocial treatments targeting anxiety and depression in adolescents and adults on the autism spectrum: Review of the latest research and recommended future directions.Current psychiatry reports.20(10). pp.1-10.