Bivariate correlation spss työt

Minulla on valmis data, joka pitäisi analysoida SPSS:n avulla. Tarvitsisin alkuun apua SPSS:n käytössä.

SPSS Assigment task SPSS Assigment task SPSS Assigment task

...reach, height, fight stance, strike distribution, control time, etc. Then, after correlations are found, make hypotheses to improve a fighter's chance of winning.  Questions: 1 - What is the best fight stance when you have a reach advantage on your opponent? 2 - Can statistics be used to classify fighters into fight styles (Boxer, Muay Thai, Ju-Jitsu, Wrestler, dynamic)? 3 - What kind of correlation can we make by comparing fight style with height and weight, can it be used to optimize training? Tools Needed: PowerBi, R, ggplot Solution Summary: I think answering these 3 questions will be pretty simple and most of it can be done using the base features of PowerBi. After some data manipulation, I can use R and ggplot to make some visuals so I can se...

...paramount in this project, having an insightful understanding of data organization and presentation will be appreciated. In this project, efforts will be channeled towards changing 7 existing SPSS tables to match APA 7th edition requirements, including double-spacing, 12 point-font, Times New Roman font style, and, if needed, notes under the table or necessary italicization or bolding of headers/keywords. Manual entry of descriptive text and data values to form each independent table is needed. In other words, raw data cannot be provided to manipulate or recompute in SPSS or any other program! The SPSS tables currently display: Table 1. 4 columns and 13 rows Table 2. 11 columns and 7 rows Table 3. 11 columns and 6 rows Table 4. 6 columns and 2 rows Table 5. 7 col...

I'm in need of a seasoned biostatistician who is adept at using SPSS/SAS for a project that involves hypothesis testing. - The project involves hypothesis testing specifically; an understanding of the associated statistical techniques is essential. - Proficiency in SPSS/SAS/R/Stata is a must. - A background in biostatistics is highly preferable. - Experience in the medical or clinical data analysis field is a big plus. - Attention to detail, accuracy, and ability to communicate findings in a clear, concise manner is crucial. Please bid if you're confident in your ability to deliver quality work in this domain.

Project Deliverables: 1. Complete research paper manuscript in accordance with JAN guidelines. 2. Data sheet such as MS Excel or SPSS etc. Payment schedule: Complete payment transfer after the manuscript is received and checked by the client. P.S. The revisions proposed by JAN will be incorporated even after the payment release or project completion.

I have a very small dataset and need to do some statistical analysis using SPSS. Need the results in 2 days due to small dataset. Key Responsibilities: - Conducting hypothesis testing using SPSS - Descriptive statistical analysis - Interpretation of the analysis - etc. See the attached files. Ideal Skills and Experience: - Proficiency in SPSS - Strong background in hypothesis testing The answers should be clearly written in a word document. Should you choose to take on this project, please be prepared to start immediately.

I'm seeking an expert in SPSS for a statistical significance analysis. This analysis is crucial for understanding the impact of specific factors in our data and identifying relationships between variables. The ideal candidate should have: - Proficiency in SPSS - Experience in conducting statistical significance test - Ability to interpret results and draw appropriate conclusions.

I have initiated an engaging sports psychology research project that is primarily aimed to evaluate the statistical significance of a set of data. With a sample size 150, the project largely involves the analysis of numeric data and values. Requirements 1) Normality testing 2) Correlation analysis 3) Moderation analysis 4) T - test 5) Reliability Ideal Experience and skills for the project: * Extensive experience in SPSS (version 21 and above) * Advanced analytical and statistical knowledge * Proven record performing research projects on statistical significance * Proficient in numeric data analysis Task Description: * Evaluation of statistical significance of the sample data * Detailed analysis of numeric data patterns * Create a comprehensive report of findings, hig...

I need help in SPSS task. Need SPSS analysis and a report

I'm on the lookout for a talented graphic designer to enhance our website's charm with three images to be used in one section with an image carousel on our website. Your task will capture our brand style, while ensuring a modern aesthetic. Critical to this project's success is reflecting SEO-centered content. Your responsibilities include: - C...images to be used in one section with an image carousel on our website. Your task will capture our brand style, while ensuring a modern aesthetic. Critical to this project's success is reflecting SEO-centered content. Your responsibilities include: - Crafting 3 visually appealing images that integrate smoothly with the tonality of our brand and its contemporary feel. - Each design must bear a correlation to the SEO-r...

I require assistance in analyzing financial data within the health sector. The key objective is to pinpoint trends in...Thoroughly reviewing and extracting insights from financial reports and documents relevant to the health industry. - Recognizing, understanding, and managing complex patterns in the data. Ideal skills for this task should consist of: - Strong background knowledge in financial analysis and health economics. - Excellent data interpretation capabilities. - Familiarity with statistical data software (like SPSS, SAS) is preferred. You'll be working with sensitive information, thus compliance to privacy regulations and ethical guidelines is essential. I am open to both individuals and teams with adequate experience in financial data analysis, particularly in the...

I'm seeking a knowledgeable statistician who can assist in...assist in medical research, focusing primarily on disease prevalence assessment. This statistician will be working with both continuous and categorical variables within a dataset of less than 100 samples. Key Responsibilities: - Expert analyses of complex medical data - Application of appropriate statistical methodologies Ideal Skills and Experience: - Proficient in statistical software (e.g., SPSS, Stata, R) - Experience with medical research - Understanding of disease prevalence studies - Comfortable working with small datasets - Strong grasp of both continuous and categorical variables Your expertise is vital in advancing this medical research project. If you possess the skills and have a passion for resear...

I have expertise on spss and statistical analysis.

I am looking to analyze the...- Determine whether adhering to Scottish dietary goals influences mental health scores - The mental health score is calculated via Wembys and GHQ12 in the said survey. Ideal Skills and Experience: - Previous experience with health-related data analysis is an advantage - Strong understanding of different statistical methods. There wasn't a specific preference, but demonstrating capability in Correlation Analysis, Regression Analysis, and/or T-Test Analysis could impact selection chances. This project is not just about crunching numbers but expected to unravel meaningful insights which can bring valuable influence on health and food policies. I look forward to working with passionate, diligent professionals who care about the real-world impact of ...

I am seeking assistance in conducting an aggressive driving behavior analysis using SPSS. Being a Likert scale analysis, the project's primary focus is to comprehend the behavioral tendencies in aggressive driving, particularly self-reported accidents. Here is what will be required: Objective - The project's main aim is to examine aggressive driving dispositions with the primary focus on self-reported accidents in the framework of Likert scale analysis. Criteria for Analysis - The analysis will mainly focus on aggressive driving behaviors, allowing a comprehensive understanding of underlying issues in self-reported accidents. Seeking Experts with: - Proficiency in SPSS software and data analysis. - Experience in conducting likert scale studies. - A background in ...

I need support in cleaning and organizing a dataset. - You should be proficient in Python. - Experience with data cleaning and manipulation. - Familiarity with data analysis would be an added advantage. Part A: Advanced Data Analysis Load '' into Jupyter or Colab. Compute Pearson's correlation coefficient for all attributes, save as corr_matrix. Sort and display correlation of all attributes with 'number_of_reviews'. Visualize with Seaborn's heatmap for corr_matrix and pandas' scatter_matrix for 'number_of_reviews', 'reviews_per_month', 'availability_365'. Part B: PCA with MNIST Dataset Discuss motivations and drawbacks of reducing dimensionality, including the curse of dimensionality. Explain if and how you...

I am in need of immediate assistance for my doctoral science project. Specialist skills and experience required are: - Capability in testing hypotheses: Expertise in the formulation of hypothesis experiments is crucial for this project. You should be an analytical thinker who can logically test theories and perform effective interpretations of results. - Proficiency in data analysis: The ideal person for this project will have remarkable skills in data collection, organization, analysis, and interpretation. With a robust understanding of both qualitative and quantitative research data, you should be able to accurately process a large volume of scientific data efficiently. - Mastering theoretical explanations: Demonstrative command of scientific theories and explanations is highly releva...

...ATW variations and seasonal changes. - Comprehensive dataset of region-wise humidity/water vapor data extracted from satellite imagery. - Detailed analysis and visual representation of ATW variations across different regions in India. - Calculations of atmospheric transmittance data based on humidity levels and steady state temperature. - Performance mapping of radiative cooling paints in correlation with ATW variations. - ML model which shows performance forecast of the paint over multiple years and how to optimize it properly Basically we have to perform analysis on the performance of the metamaterial(which is that paint coating developed to reduce heat ), for every month or seeason for a all states of india. We could show this using plots/graphs or a simulation on the india...

I want someone to do a statistical analysis for me using spss. My data consists of 150 participants whose age, gender, BMI, and 3 lab tests ( level of K, L, and K/L ratio) were conducted upon ( results are provided as numerical value ). • I want descriptive statistics and charts based on: a) Age group where they are divided into 4 different groups ( 18-30, 31-40,4 1-50, 51-64). b) Per Gender. • I want the (2.5, 5, 50, 90, and 97.5) percentiles for each lab test result (grouped according to age as well). • I want to test whether there is a statistical significance for each of age, gender, and BMI on each of the 3 lab tests ( K, L, and K/L ratio). Also, I want the 3 factors to be combined in one regression analysis. • Note that I also want the percen...

I’m urgently seeking a capable statistician familiar with correlation analysis to support my PhD research. Although I haven't specified the variables to analyze, your ability to handle diverse statistical sets will be instrumental. Skills and Experience: - Expertise in statistical correlation analysis - Proven record of similar successful projects - Ability to work fast, the project is time-sensitive. Got the experience and got some time? Let’s talk!

...step so i can follow the viseo and learn to produce it myself. Phase 3: Analyse and compare finite element models. This phase is to compare the shell finite element model against a solid finite element model to assess the accuracy and suitability of the shell model. This process will involve comparing the differences between the stress distributions of the shell and solid models using a cross-correlation analysis. Careful examination of the stress distributions near significant thickness losses will be undertaken. The finite element model results will also be compared to results obtained from analytical models used by the industry to evaluate structural integrity. The computational time of the shell and solid finite element analysis will be recorded to evaluate and compare the c...

In this project, our primary objective is to identify clusters and compare group means using SPSS. **Detailed Requirements Include:** - Execute a comprehensive group mean comparison. - Conduct precise cluster identification. - All analysis is to be done using SPSS. Prior experience and expertise in SPSS is a must. Objective of the research: identify whether the performance of banks differs with the level of digital maturity. Three levels of digital maturity: digital beginners, digital followers and digital leaders Data covers 8 banks on a 5-year period: 2018-2022 Banks should be allocated to one of the 3 clusters using k-means algorithm depending on their performance on certain ratios. K-means should be repeated for every year to see if cluster composition chang...

Hello! I require an experienced data analyst to manipulate and prepare six complex datasets for analysis in SPSS. Tasks include: - Merging and tidying of datasets - Ensuring all data are ready for subsequent analysis Ideal candidates should: - Have deep proficiency in data wrangling, particularly in SPSS. - Possess a strong handle on statistical analysis to anticipate the needs of this project.

I'm in need of a heatmap that visualises the correlation between coal power plants' locations and lung cancer rates in surrounding areas. Key components of the map: - Display of coal plant locations - Visualization of lung cancer rate data in relation to these locations - Use of color intensity to highlight areas with higher correlation I am ideally looking for a freelancer with a proficient understanding of data visualization, particularly with heatmaps. Experience in using demographic and geographic data would be beneficial. Knowledge in health sector data might also prove useful in understanding the context better.

...(Real Effective Exchange Rate). - Advanced statistical analysis of retrieved data. - Delivery of comprehensible reports explaining the data analysis. - We need to extract the above mentioned data for India. The data will need to be processed, either on a quarterly or monthly basis. (Monthly is preferred). Run all the required tests on the data (autocorrelation, heteroskedasicity, check for correlation, stationarity. Run ARDL to check short and long term relationship. And run a VAR regression. We have a reference article that we want to replicate by using our time horizon, original data and code. Required Skills: - Proficiency in R coding - Extensive knowledge in financial indicators. - Ability to conduct statistical analysis. - Ability to interpret complex financial data. ...

I am currently seeking an expert in SPSS to help overhaul and merge six sets of data that I've received from my gorilla research project. This job will involve meticulously going through all data datasets, merging them into one master file, and tidying up excluded specifics. Here's how I envision the project to unfold: • Data Assessment: Identify and analyze each dataset and its variables. • Data Wrangling: Apply your SPSS skills to effectively integrate these sets into a single dataset, ensuring cleaner and precise data. • variable cleaning : will discuss which variables on chat Ideal Skills and Experience: • Proficiency in SPSS. • Strong understanding of data analysis, manipulation, and wrangling. • Exceptional attention to...

I am currently seeking an expert in SPSS to help overhaul and merge six sets of data that I've received from my gorilla research project. This job will involve meticulously going through all data datasets, merging them into one master file, and tidying up excluded specifics. Here's how I envision the project to unfold: • Data Assessment: Identify and analyze each dataset and its variables. • Data Wrangling: Apply your SPSS skills to effectively integrate these sets into a single dataset, ensuring cleaner and precise data. • variable cleaning : will discuss which variables on chat Ideal Skills and Experience: • Proficiency in SPSS. • Strong understanding of data analysis, manipulation, and wrangling. • Exceptional attention to...

I'm in urgent need of a proficient statistician with a deep understanding of medical research. My research involves multivariate analysis so your experience and proficiency in this field is vital. Key Requirements: - Proficiency in medical research statistical analysis, specifically multivariate analysis is a must. - Strong command over using SPSS for statistical analysis. - Demonstrated experience in medical research preferred. This project would require a quick turnaround, thus your dedication, knowledge and skills in this field would be greatly appreciated.

I’m in need of an a doctoral research assistant with deep expertise in the field of renewable energy supply. The expected duration for this project will range from 1 to 3 months. As a Research Assistant, your key goals are to develop, analyse and conduct expert analysis on both quantitative and qualitative research methods in global energy markets (SPSS , NVIVO & Smart PLS). Here are the key tasks for this project: - Data Collection and Analysis: The assistant will gather data related to renewable energy, process the raw information and identify trends, patterns, and insights from the collected data. - Literature Review: You will review and synthesize existing literature on the topic, identifying gaps in current knowledge and opportunities for new research. - Exper...

As a client, I'm seeking an experienced data analyst who is proficient in the use of SPSS software for statistical analysis. Key Tasks: - Execute Statistical analysis using SPSS Ideal Candidate: - Experience with SPSS is a must - Ability to perform statistical analysis - Good understanding and experience with regression analysis, time-series analysis, and hypothesis testing With your expert skills and knowledge, I'm assured our project will be a success. Looking forward to your bids.

...linear regression to determine the factors which contribution to Political Awareness (variable: Pol). As always, imagine this analysis will be generating a report that will be presented to a client. Q1: Reduce Dimensionality 1.1. Apply the Missing Value Filter to remove appropriate columns of data. 1.2. Apply the Low Variance Filter to remove appropriate columns of data. 1.3 Apply the High Correlation Filter to remove appropriate columns of data. Q2: Variable transform 2.1 any variables that are required to conduct the regression analysis, e.g. categorical variables to dummies. Q3: Outliers 3.1. Create boxplots of all relevant variables (i.e. numeric, non-binary) to determine outliers. 3.2. Comment on any outliers you see and deal with them appropriately. Q4: Exploratory...

...epilepsy, I'm in need of a medical content writer well-versed in medical terminology. You will be selected based on the following points you will have this 25$ as a first part of the project (a 100$ on the paper writing) : - Apply an Assessment for the current data analysis performed. (suggest new point of view with thoughtful suggestions). - Processing Excel document into an SPSS format (we need to receive a proof of the spss file). - Write a detailed list of content (what are the topics -with the idea to be discussed for each one- for the medical article you will write with all needed details to be selected for the next step). The ideal freelancer will have experience in medical content writing (PUBMED FORMAT) and possess an insightful approach towards the advan...

...dissatisfaction? So far, I have completed my data collection but find myself needing expert assistance to navigate the next steps. Specifically, I am seeking guidance on writing the Introduction, Methods and Results/Analysis and Discussion (4000 words). Key responsibilities: - Conduct comprehensive research in clinical psychology - Up-to date research - Analyze statistics - this is a Quantitative research - SPSS Statistics Analysis and Interpretation - Provide in-depth understanding of mental well-being - Compile new findings to publish as a research paper Ideal Expertise: - A strong background in clinical psychology - Statistics Analysis - Proven experience in academic research writing - Deep knowledge and understanding of mental well-being. The end product will be utilized...

I am in need of an individual highly experienced with SPSS. Specific responsibilities for this role include: - Data cleaning and preparation - Conducting complex statistical analysis - Creating comprehensive reports Ideal candidate should: - Be an advanced SPSS user - Prove past successful projects involving similar tasks When applying, please include examples of your past work especially those relating to SPSS. This will greatly boost your chances of success. This project will require deep knowledge and understanding of SPSS, only experienced bidders are advised to apply.

...help me gain insights, identify trends and correlations, which will ultimately support my decision-making process. Key Responsibilities: - Analyze survey data using SPSS - Perform Descriptive Analysis - Identify patterns and correlations Key Requirements: - Proven experience in data analysis - Proficiency in SPSS - Ability to interpret data and present findings effectively - Strong analytical and problem-solving skills - Attention to detail I am looking for a freelancer who has strong quantitative skills and experience in analyzing survey data, ideally with a background in market research or a related field. Proficiency in SPSS is a must. The ability to provide clear and concise insights from the data is crucial. The ideal candidate should have great attention t...

...conducting statistical analysis on the data gathered for this research project. Proficiency in SPSS is a must. - Results Interpretation: After analyzing the data, you'll need to interpret the results accurately, and provide insights and conclusions based on your findings. - Discussion Writing: You'll also be required to write the discussion section of the research paper, which will involve relating the results to the broader context of the study and drawing out implications. Deadline: The project needs to be completed within a week, so I am looking for someone who can work efficiently and effectively within this timeframe. Skills and Experience: - Expertise in SPSS: Given the preference for using SPSS for data analysis, you should have advanced experienc...

I'm looking for a skilled statistician or data analyst to interpret raw survey data th...Ques 2) along with X (1,2,3,4,5) = (11 columns * 56 rows) 3- Further, a straightforward rule for variable X will be given. 4—Please mention the version of the Statistical Package for Social Sciences (SPSS) or other programs you used for analysis. 5- Validation of your results, Please. 6- ASAP Key tasks include: - Conducting robust statistical analysis - Interpreting patterns and trends - Providing comprehensive written findings and clear visualizations Ideally, you will have: - A solid academic background in statistics or a similar field - Proficiency with statistical software such as SPSS or SAS - Extensive experience with survey data analysis - Strong communication skil...

I require an expert who can handle a multifaceted data analysis task. This project (Excel dataset) revolves around a questionnaire survey I've conducted for research purposes. Key Tasks: - Carry out descriptive statistics - Conduct correlation analysis - Perform validity and reliability tests Specifically, I need the following tests to be utilized: - Chi-Square test - Cronbach’s statistic - Item-total correlation - Discriminant & Construct validity The ideal candidate should have solid experience in statistical analysis (no preferred Software), a strong understanding of the mentioned statistical tools, and an academic or marketing background to comprehend the intricacies of my research. Familiarity with surveys and questionnaire analysis will be a significa...

...patterns under both regimes. Provide insights into potential future volatility responses to similar types of events. Analysis and Reporting: Analyze the model outcomes to identify which regime each cryptocurrency is most likely to be in during the specified events. Prepare a detailed report summarizing the findings, including an interpretation of the regime probabilities over time and their correlation with the major events. Include visualizations (e.g., plots of volatility, regime probabilities) to support the analysis. Technical Requirements: Proficiency in R programming, specifically with experience in using the MSGARCH package or equivalent tools for volatility modeling. Strong background in econometrics, financial modeling, and time-series analysis. Ability to interpret an...

...patterns under both regimes. Provide insights into potential future volatility responses to similar types of events. Analysis and Reporting: Analyze the model outcomes to identify which regime each cryptocurrency is most likely to be in during the specified events. Prepare a detailed report summarizing the findings, including an interpretation of the regime probabilities over time and their correlation with the major events. Include visualizations (e.g., plots of volatility, regime probabilities) to support the analysis. Technical Requirements: Proficiency in R programming, specifically with experience in using the MSGARCH package or equivalent tools for volatility modeling. Strong background in econometrics, financial modeling, and time-series analysis. Ability to interpret an...

I am in need of a statistics expert well-versed in SPSS for data analysis and chart creation. Here are the specifics: * You'll find survey results of likert scale in an Excel spreadsheet form. * Your main objective is to enter these data into SPSS for accurate data analysis. * Closely study the correlation between gender and response, as well as the diagnosis and response. * From your analysis, create bar charts to clearly present the findings. A solid knowledge of excel, SPSS, statistical analysis, and data interpretation skills would be crucial for this project. Experience in creating insightful bar charts is a must.

...and have my hypotheses all set. This data in SPSS format is calling for your expertise in cleaning and running mediation analysis so as evolution and discovery of insights can occur. Ideal skills and experience: - Mastery of SPSS software for data analysis - Proven experience in statistical hypothesis testing - Ability to clean up datasets quickly and efficiently - Background in running moderation and mediation analysis - Capacity to synthesize complex information and results into clear, actionable insights - Scheduling flexibility to accommodate potential project modulations - YOU WILL NEED TO USE PROCESS to conduct do this I look forward to your bidding and future collaboration. Demonstrated field experience in statistical analysis and SPSS along with a prof...

...Channel Promotor who can effectively increase views and watch time. I want you to increase the number of subscribers for this channel: I want you to increase the watch time and views of the following Playlists: Becoming a talented Freelancer on the Freelancer website: SPSS Statistical Software guidance videos: Amazon Virtual Assistant Course for Online Arbitrage Product Hunting: Payment: I will needed dedicated Youtube channel Promoters that can share results with me for the progress that they have made and once the initial

...using SPSS. My main purpose for this learning is to enhance my research capabilities in academia. I will be using Process macros for the analysis but I am struggling to remember how to retrieve the data needed for the analysis. Requirements: - In-depth knowledge of SPSS and statistical analysis - Proven experience in training beginners - Capacity to explain complex statistical concepts in layman's terms - Previous experience in academic research will be a plus This project involves: - Guiding me through data entry and management in SPSS - Teaching me to conduct basic statistical analysis on SPSS - Practical exercises to ensure understanding - Providing resources for further learning and practice - it is for tutorial/training purposes only. This proj...

I am in search of a skilled professional with proficiency in SPSS AMOS software, to analyze my survey data. The core task will include: - Employing structural equation modeling techniques in interpreting relationships recorded in the data set. - A comprehensive understanding of SPSS AMOS is a must. - Experience in structural equation modeling for relationship analysis using survey data. Ideal Skills: - Expertise in SPSS AMOS software - Deep knowledge in Survey data analysis - Advanced understanding of relationship analysis with using structural equation modeling techniques.

As the project lead, I am seeking an experienced freelancer Female instructor with high SPSS proficiency for a crucial data analysis task. While the specifics of the data analysis deliverables haven't been finalized, the hired professional must stand ready to take on tasks such as descriptive statistics, hypothesis testing, and regression analysis. Ideal Skills: - SPSS proficiency - Versatility in various data analysis tasks Those willing to bid on this project should; - Highlight their SPSS proficiency and mastery in their responses. - Include their direct and equivalent experience in data analysis using SPSS software. - Linear models: Introduction to linear models Fitting linear models Multiv...

...other columns named "1" and "2," you can calculate the correlation between the "target" column and each of the other two columns separately. This will give you an indication of how each of the independent variables (columns "1" and "2") is related to the dependent variable (column "target"). What if you don't want to these tow columns separately, i want to see how both these tow together correlated to the target? I have more than 20 columns and one column named target... if i take each column separately i will not find any correlations between it and targer, but i am sure there are correlations between all of these columns together and the target or correlation between some set of them and the target.. how ...

...variations and seasonal changes. Deliverables: - Comprehensive dataset of region-wise humidity/water vapor data extracted from satellite imagery. - Detailed analysis and visual representation of ATW variations across different regions in India. - Calculations of atmospheric transmittance data based on humidity levels and steady state temperature. - Performance mapping of radiative cooling paints in correlation with ATW variations. - ML model which shows performance forecast of the paint over multiple years and how to optimize it properly The work done so far has been written in this report https://docs.google.com/document/d/1wkt2Ol3Dqq5jG6Lk1NcztVr6TkMJ_WbxwUYsValkGBU/edit#heading=h.9i5kihont3kr ,please add on to this report to complete stage 2 entirely, a simulation for india ...

I'm in need of an expert in inferential data analysis using SPSS software. The project revolves around the analysis of key data points, with the core focus being the identification of trends within the data. The successful freelancer should: - Be proficient in SPSS software and inferential data analysis techniques. - Have exceptional report writing skills, as a comprehensive report detailing findings and trends within the data is required. - Be experienced in trend analysis, providing analytical insight into the derived trends. Your bid should detail your previous experience with SPSS and inferential data analysis, and your approach to identifying trends within data.