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PSYC221 Data Analyses and Results Draft This week you will practice analyzing the data you have collected so far for your final project. Don’t worry if you have not reached 30+ participants yet, the analysis should be the exact same no matter the number of participants (meaning if you can complete it once for this assignment, you’ll know exactly how to analyze the data for the final paper!) 1) Download the most recent version of your survey data from Google Forms as an Excel spreadsheet. Take a screenshot of your Excel before you clean it up and paste it here. 2) Import your Excel spreadsheet into SPSS and save it as an .sav file. Go to Variable View and set the variable types and variable names as needed. (If you have trouble uploading the file, save the Excel spreadsheet as a .csv file and upload it to SPSS as .csv file) 3) Clean up and organize your data as needed. The steps required will depend on your individual project and data. You might need to: -ensure the coding of each variable is consistent (e.g., all male participants are coded as M, not a mixture of M / m / Male / male) -change verbal labels to numbers if needed (e.g., Strongly Agree to 7, Agree to 6, etc. ) -reverse code some questions if needed (e.g., change 0 to 4, 1 to 3, 2 to 2, 3 to 1, 4 to 0) -calculate the sum or mean of several responses to create a “score” or “index” value if needed Take a screenshot of your Excel or SPSS after you clean it up and paste it here. 4) Run descriptive analyses on all relevant variables. 5) Run inferential analyses (One must be ANOVA or Regression) 6) Create appropriate graphs (e.g., bar graph, line graph, scatterplot) 7) Draft an APA-style results statement for the analysis, including all necessary values (degrees of freedom, p-value, etc.) 8) Start writing a draft of the Results section. It should be in APA format. It needs to have the results of your analysis (ANOVA/Regression required) written up in APA format with graphs for each analysis done. The Results section should be 1-2 pages. Graphs should be referenced in the results section but will go at the end of the paper OR can be placed at the end of the results section.
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Hello, I have done ANOVA/Regression analysis many times (please check my profile) and I could help you with this analysis. I have supported many people with similar tasks, therefore I could provide full compliance with instructions and perform all with high quality, suggesting the most suitable variable labeling, recoding cleaning + descriptive analysis + ANOVA or regression (based on data)+ results draft. I could start today and complete all on Monday (tomorrow is Easter in our country). I know SPSS well and may use it without any problems. If all it is acceptable for you, then you can hire me and I could start immediately. I'll be happy to help you. Regards, Alex.
$90 USD in 3 days
7.6
7.6

Hello, I hope you are doing well. I hold a master's degree in Statistics from a renowned university. I am a well experienced statistician and APA writer. I have good command over popular statistical software such as Excel and SPSS (please visit my profile to check reviews for my past projects). I have good command over descriptive and inferential statistics, I can help you with this project. Please feel free to ask me, if you have any queries.
$30 USD in 1 day
6.7
6.7

1. I am an expert in Statistics, Regression analysis, Linear regression analysis, p value, ANOVAs, etc. I use excel and other statistical software like SPSS, STATA, E-views for data analysis and statistical analysis based on client requirement. 2. Have done many projects in statistics using SPSS, STATA, E-views. I read your project and sure I can handle your project. 3. Your project will be delivered on time with high standard 4. Assistance will be provided with number of clarifications until client satisfaction 5. I will provide assistance even after the payment. And will maintain data (content) security.
$150 USD in 3 days
6.7
6.7

Hello, I am an experienced data analyst proficient in SPSS, Excel, and APA‑style reporting. I will complete your PSYC221 Data Analyses and Results Draft: download/clean your Google Forms data, import into SPSS, run descriptive and inferential analyses (including ANOVA or regression), create appropriate graphs, and write an APA‑formatted Results section (1–2 pages) with all required values. Ready to start. Please share your data. Regards, Zafar
$30 USD in 1 day
6.2
6.2

Hi, I am a data analyst/statistician and Economist with more than 6 years of experience. I can do your project, Please take time to check my profile and then you decide to contact me.
$20 USD in 1 day
5.6
5.6

Hello, I understand that you need support preparing a complete PSYC221 Data Analysis and Results draft, including data cleaning, statistical analysis in SPSS, visualizations, and an APA-formatted results section. The goal is not just to run analyses, but to ensure everything is accurate, well-organized, and clearly reported according to academic standards. I will begin by reviewing your raw dataset and guiding the proper setup in SPSS, including variable naming, coding, and formatting. Next, I will clean and structure the data (e.g., consistent coding, reverse scoring, and scale creation where needed). I will then run descriptive statistics followed by appropriate inferential analysis (ANOVA or regression), ensuring assumptions are met. Clear, well-labeled graphs will be created to match each analysis. Finally, I will write a concise APA-style results section (1–2 pages), including correctly reported statistics (e.g., p-values, degrees of freedom) and smooth integration of figures. All work will be original, carefully explained, and aligned with university expectations. Feel free to share your dataset and details. I’d be glad to help you get started right away. Regards, Arwa.
$50 USD in 2 days
5.7
5.7

Hi, I can help you with your PSYC221 data analysis and results draft, making sure everything is handled clearly and in line with APA requirements. Your project involves organizing survey data, cleaning and coding variables, running descriptive and inferential analyses like ANOVA or regression, and presenting the findings with proper graphs and a well-written results section. I understand how important it is to not just run the analysis, but also explain it in a way that meets academic standards. I have several years of experience working with SPSS, Excel, and academic research projects, especially in psychology and social sciences. I’ve helped students and researchers clean datasets, run statistical tests, and write APA-style results sections that are clear, accurate, and properly formatted. I’m comfortable handling everything from data preparation to interpretation and presentation. I will carefully go through your dataset, clean and organize it, run the required analyses, and create clear graphs to support the findings. Then I’ll write a concise and well-structured APA results section based on the outputs. You can expect good quality work, clear communication, and timely delivery, and I’m happy to provide revisions if needed to make sure everything meets your expectations. Regards, Moiz.
$50 USD in 1 day
4.7
4.7

Hi there, I understand you need support completing your PSYC221 data analysis task using Excel/SPSS, including data cleaning, descriptive statistics, an inferential test (ANOVA or regression), visualizations, and an APA-style Results section. With strong experience in SPSS analysis, statistical reporting, and academic writing, I can help you structure a clean, accurate, and submission-ready results draft. My approach will begin with guiding the data cleaning process (coding consistency, reverse scoring, and variable preparation) and ensuring your dataset is analysis-ready. Next, I will run the required descriptive and inferential tests in SPSS, followed by generating appropriate graphs (bar charts, scatterplots, or line graphs depending on your variables). Finally, I will write a clear APA-style Results section with correct reporting of test statistics, p-values, degrees of freedom, and interpretation. Deliverable: Cleaned dataset, SPSS output guidance, graphs, and a fully written APA-style Results section (1–2 pages) ready for submission. QUESTION: Could you confirm whether your study design is comparing group differences (ANOVA) or predicting an outcome variable (regression)? I have supported similar psychology data analysis assignments, ensuring accurate SPSS outputs and well-written APA results sections. Let’s get started and turn your data into a clear, high-quality results report! Regards, Shehwani.
$50 USD in 1 day
4.4
4.4

can assist you end-to-end with Excel cleaning, SPSS setup, descriptive + inferential analyses (ANOVA/Regression), and APA-style results writing with proper reporting. I’ll ensure your dataset is correctly coded, variables structured in SPSS, and outputs clearly interpreted with graphs ready for submission. I also provide concise explanations so you understand each step and can replicate it for your final paper.
$20 USD in 1 day
4.4
4.4

As an experienced Data Analyst and Machine Learning practitioner with a rich understanding of transforming raw and messy data into meaningful insights, I am confident in my ability to excel at your PSYC221 statistical analysis project. I hold deep mastery with all of the key steps you've outlined. From cleaning up and organizing your data, running descriptive and inferential analyses, creating appropriate graphs, drafting APA-style results statements to writing the results section in APA format- I have got it covered! With my proficiency in for-such analysis tools as SPSS, Excel's advanced data management features, as well as Python libraries like Pandas, NumPy, Matplotlib- requisite tasks in your project such as data cleaning and preprocessing would be seamlessly conducted to ensure data quality is well-maintained. My sagacious experience in different analytic techniques coupled with my knack for translating complex statistical outputs into easy-to-understand visualizations will not only make your final paper presentable but also enlightening.
$20 USD in 3 days
3.8
3.8

Hi, I can support you with your PSYC221 Data Analysis and Results Draft, ensuring everything is completed in a clear, structured, and academically correct way following SPSS and APA guidelines. I will help you systematically with each step from data cleaning and SPSS setup to running the correct analyses and writing the final APA-style Results section. My focus will be on making sure your work is accurate, well-organized, and easy to follow for grading purposes. What I will deliver: Properly cleaned and organized dataset (Excel/SPSS format guidance) Correct variable setup and coding in SPSS Descriptive statistics for all relevant variables Inferential analysis (ANOVA or Regression as required) Clear graphs (bar charts, scatterplots, etc.) Full APA-style Results write-up (1–2 pages) Step-by-step support so you understand your analysis My approach: I focus on making data analysis simple, accurate, and assignment-ready, ensuring your results section is properly formatted and fully aligned with APA standards, including all required statistical values. If needed, I can also guide you through interpreting SPSS outputs so you can confidently explain your findings. I’m ready to start as soon as you share your dataset and project variables. Best regards, Aqsa.I
$50 USD in 7 days
4.2
4.2

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