Classification and regression in statistics jobs

Need to rectify observations in my report. I'm seeking a skilled SPSS expert capable of providing detailed descriptive statistics and an executive summary based on the data analysis. You'll need to incorporate both visual charts/graphs and a comprehensive written report to effectively communicate the results. Key requirements and skills: - Proficiency in SPSS software - Ability to perform thorough descriptive statistical analysis - Experience in creating visual charts/graphs - Strong report writing skills, particularly in delivering detailed analysis along with an executive summary. The successful applicant will need the ability to interpret data accurately and present findings in a clear and compelli...

I am looking ...data. Key Information: - The report should focus on sales statistics and trends, analyzing data collected from our e-commerce platform. - The main purpose of this reporting is to help us make strategic decisions and improve our sales performance. - I would appreciate if the report is visually appealing and easy to interpret, as this will be shared with different teams in our company. Skills & Experience: - Proficiency in Sisense or similar BI tools is a must. - Previous experience creating sales reports is highly desirable. - Understanding of e-commerce data, especially sales metrics, is crucial. Please note that the report you provide can be used as a reference for future reports, so a well-documented process of how to up...

...specifics on debit and credit transactions. Key Requirements: - Prior experience with the Ultimate POS script - Proficiency in Laravel Livewire - Strong understanding of accounting principles The Ledger Report: - The ledger report should have a user-friendly interface and should be able to filter transactions based on specific criteria. - Transactions should be classified as either debit or credit, which should be reflected in the report. Deliverables: - A functional ledger report integrated into the Ultimate POS script with the ability to classify transactions as either debit or credit. - A clear and well-organized codebase that allows for any future modifications to be easily implemented. It's important to emphasize that the classificatio...

...inferential statistics and is proficient in R programming. This role involves working with statistical data, and particularly focuses on: - **Data Cleaning and Preparation:** You will be responsible for ensuring the data is clean and ready for analysis. - **Data Visualization:** Your tasks will include creating visual representations of the data to make complex ideas more intuitive to others. - **Diagnostic Accuracy, ROC, AUC:** You should be able to analyse diagnostic accuracy and create Receiver Operating Characteristic (ROC) curves, as well as calculate Area Under the Curve (AUC). Ideal candidates will be able to seamlessly blend statistical expertise with hands-on programming in R, ensuring the insights derived are both accur...

I'm looking for someone skilled in both data science and natural language processing (NLP). The tasks at hand involve sentiment analysis, text classification, and named entity recognition. Key Requirements: - Your experience with sentiment analysis should be strong. - You should have a solid background in text classification and be able to manage a medium-sized dataset. - Experience in named entity recognition is essential for this project. Dataset Details: - The dataset you'll be working with is stored in text files. This is a medium-sized dataset, containing between 1,000 and 10,000 data points. The successful completion of this project will require deep expertise in NLP techniques, a keen eye f...

I'm looking for a professional who can scrape specific tables on a government website for insurance claim statistics. Key Requirements: - Web Scraping: You should have prior experience in web scraping and can navigate through the website's structure to extract relevant data. - Data Extraction: The main focus will be on compiling data related to insurance claim statistics. The final deliverable should be a well-organized dataset with accurate claim statistics. Please share your experience in similar projects.

...states, assigned responsibilities, and status updates for the reporter. Additionally, it should include a Business Intelligence (BI) panel with detailed statistics on generated and managed reports. User Interface (UI) Report Form: An intuitive interface for reporters to submit their reports anonymously or with personal details. Reporter Portal: Access for reporters to track the status of their report using a unique code. Task Management for Reports Task States: Each report should go through various states (e.g., Received, Under Review, Under Investigation, Concluded). Assignment of Responsibilities: Ability to assign responsible parties for each state or stage of the report. Notifications: Automatic notifications to the reporter about the progress an...

...cluster for machine learning and simulations tasks - Ensuring the cluster can handle large data processing in a timely manner - Implementing efficient resource utilization strategies - Validating the performance of the cluster with real-world workloads The ideal candidate for this role should have: - Proven experience in configuring Cyclecloud HPC clusters - A strong understanding of machine learning and simulation requirements - The ability to optimize resource utilization and improve scalability - Excellent communication and problem-solving skills read the specs: What I would like to do is to set up a Cyclecloud cluster with four partitions to begin with; these will come in pairs. One partition will be high priority (aimed at runn...

...can tap into Yahoo's fantasy football datasets using their API and extract various essential pieces of historical league-specific information. The main requirements of my project include: - Extracting information like player statistics, team standings, draft results, transactions (trades and adds/drops), weekly schedules (head-to-head matchups by week), weekly lineups, scoring settings, and league settings The Yahoo API Endpoints you'll need to use as inputs to derive the above data extracts for a particular league are: - the associated League ID (each league created by Yahoo is given it's own unique ID that a league member can provide) - the associated Game Key (there is a unique Game Key provided by Yahoo by fantasy sport and by year...

...based on past results and statistics. Key Features: - Football-exclusive: The platform will solely focus on football matches, providing users with a dedicated and comprehensive football betting experience. - Statistics & Past Results: The platform will need to integrate live and historical football data, allowing users to make informed bets based on trends and performance metrics. - User Funding: I'm open to suggestions on how users should fund their betting accounts. Please propose a seamless, secure and user-friendly system that suits this platform. Ideal Skills and Experience: - Extensive experience in developing sports betting platforms, especially for football. - Proficiency in integrating live and...

...workbook should comprise multiple worksheets showing the models, the regression analysis summary, the comparison of model performance, the decision tree, and the calculations you used to answer the task questions that require you to complete in Excel USING SOLVER. -report should be mainly for the economic order quantity (EOQ) analysis and the answers to the qualitative questions. No introduction -1900 word report -There should be at least FOUR worksheets in the Excel workbook. Two of them should show the following two demand forecasting methods that you are required to use to forecast the demand of 5 kg ice bags at Caltex, a petrol station in Melbourne. 1. Moving average 2. Static method. for the other two: summary of the regression ana...

I'm seeking a professional to create an Information Memorandum specifically aimed at securing financing from venture capitalists and or private equity. This document should include detailed financial information, such as: - Revenue projections - Profit and loss statement - Balance sheet - Adopt government statistics - Market & Industry Analysis - Design funding models The ideal candidate for this job should have a solid background in finance, business analysis, and experience in creating successful Information Memorandums for the Australian market. They should be able to present complex financial data in a clear and concise manner to appeal to potential investors.

...non-clinical staff and graduate students who are beginners in the field of research methodology. Key Objectives: - Develop a module consisting of 5 to 10 engaging lectures - Covering key topics such as Introduction to Research Methodology, Data Collection Methods, Data Analysis Techniques, Basic Statistics, and Writing Manuscripts for Publication - Ensure the content is beginner-friendly Ideal Skills and Experience: - Experience in developing educational content or courses in the field of research methodology - Strong understanding of research methodology and the ability to simplify complex concepts for beginners - Good knowledge of basic statistics and manuscript writing for publication Your role will involve crea...

I'm seeking an expert in Python for a Natural Language Processing project focusing on text classification of social media posts. Key Project Features: - The goal is to build a Python coding notebook that can efficiently classify different types of text within social media posts. This will require a deep understanding of NLP principles and techniques. - The project primarily demands the use of Python for its implementation. Ideal Skills and Experience: - Expertise in Python programming is a must. - A strong background in NLP, particularly in the area of text classification, will be highly beneficial. - Prior experience working with social media text data would be a plus. If you're confident in your Python and...

...EXPERIENCE IN THE FIELD ONLY Objective: Scoring Algorithm for evaluating potential investments Data Source: 200+ proprietary historical records with up to 90 parameters Mentoring requested (to be worked with tech project lead and data engineer): • Data-Preprocessing (missing values, normalization, outliers) • Implementation methods for feature selection (e.g. correlation Analysis, feature importance, etc.) • Identify and run different algorithms (e.g., logistic regression, decision trees, random forests, gradient boosting, neural networks) • Details and rationale behind algorithms selection • Hyperparameter tuning and optimization • Cross-validation • Performance metrics (e.g., accuracy, precision, recall, F...

I need a machine learning model developed in Python. This model should be able to evaluate prospective student applications by comparing them to historical data sets. The goal is to classify and sort the new applicants efficiently. Key Requirements: - Develop a classification-based machine learning model in Python - Understand and work with historical data sets to evaluate new student applications - Deploy the model in a web application format for ease of access Ideal Skills and Experience: - Strong background in machine learning and Python - Previous experience in developing classification models - Ability to understand and work with large data sets - Prior experience with deploying machine learning mode...

Entity Classification Election, after form is signed our office will mail out the form to IRS

Looking for help in modifying an existing python script and related sql database table The current script - (1) scrapes company financial data from website and populates database (2) scrapes news related to keywords from google news (3)sentiment classification of news items (4)pushes data to sql database The company names and keywords are currently hardcoded in the script Requirement- (1) Company names/urls/keywords (will be provided) to be put in master table in the database (2) The script to loop through and scrape the relevant data and put in database

...cluster for machine learning and simulations tasks - Ensuring the cluster can handle large data processing in a timely manner - Implementing efficient resource utilization strategies - Validating the performance of the cluster with real-world workloads The ideal candidate for this role should have: - Proven experience in configuring Cyclecloud HPC clusters - A strong understanding of machine learning and simulation requirements - The ability to optimize resource utilization and improve scalability - Excellent communication and problem-solving skills read the specs: What I would like to do is to set up a Cyclecloud cluster with four partitions to begin with; these will come in pairs. One partition will be high priority (aimed at runn...

...experienced and skillful data analyst or statistician who can help me present a detailed paper explaining data analysis techniques, with a special emphasis on Multivariate Test Effect Pillai's and Descriptive Statistics. what I need in this project is to explain for me how and why the calculation is done in this way in the paper that I will provide you later on so the statistic analysis is already done. I only need the explanation for my own understanding. So is there any possible way that we can conduct this explanation exercise today The target audience for this paper are academics and researchers, therefore, the tone and depth of the content should accommodate this group effectively. The ideal freelancer should ...

...Assurance Testing and Consultancy services for a few major international tech firms. Projects and work are continuously available so there is plenty of work weekly We will work through remote working software to connect to our local machines using this software, not the other way around so there is nothing to worry about your privacy. Testing will be done on Windows desktop and will mainly involve QA checks and regression Testing of certain software. All testing done are on confidential pre-release test builds so discretion of what you test IS IMPORTANT. Please acknowledge this in your proposal. An NDA will be signed in this regard. I require someone with excellent IT skills and a very good command and understanding of wr...

...a Python expert to delve into a specific set of emails and tackle both sentiment analysis and classification tasks. Key Tasks: - Sentiment Analysis: I want to understand the overall sentiment of the email data. You will be required to identify and extract the prevailing sentiment from the emails. - Email Classification: The project includes categorizing the emails into predefined categories. This will involve analyzing the content and context of the emails to sort them into different classes. Requirements: - Proficient in Python: As Python is my preferred language for this, you should have a strong grasp of Python and its libraries for carrying out sentiment analysis and text classification. - Email Analysis Exper...

I require the expertise of a ...require the expertise of a statistician, data analyst or scientist to clean and analyze community health data for my project. The primary objective: - Perform statistical analysis specifically descriptive statistics. Skills and experience that would be beneficial include: - Proficiency in statistical software, specifically for descriptive statistics - Experience and knowledge in health data analysis - Ability to identify data quality issues and rectify them - Proficiency in data cleaning, notably in removing duplicates - Deep understanding of community health data. Your role will be crucial in ensuring that the data is reliable and significant for intended projects. I lo...

I need a full WordPress website for my bed and breakfast. 6 PAGES 1 - home page 2 - first apartment page 3 - second apartment page 4 - third apartment page 5 - booking form 6 - contact page Insert icon with link to Facebook page on the site Visitor statistics FURTHERMORE I need an excellent positioning of the B&B on Google My site might look something like this: I will provide all text and images for the site. I await your quote, don't be generic otherwise I will reject your offer. If you have already made similar sites I would like to see them. Thank you.

I need a full WordPress website for my bed and breakfast. 6 PAGES 1 - home page 2 - first apartment page 3 - second apartment page 4 - third apartment page 5 - booking form 6 - contact page Insert icon with link to Facebook page on the site Visitor statistics FURTHERMORE I need an excellent positioning of the B&B on Google My site might look something like this: I will provide all text and images for the site. I await your quote, don't be generic otherwise I will reject your offer. If you have already made similar sites I would like to see them. Thank you.

Please read the brief carefully and Designer Critique is greatly appreciated. Complete, operational, custom web site for drop shipping business. Use whatever language is best suited, we prefer word press (this allows us to do minor modifications inhouse- no programming expertise). Along with the web site, suggest name (search on net and proposed office locations), design logo and compose tagline. All copy by client. Topics covered: Vision, mission, contact, FAQ, terms & Conditions, Returns, Refunds, Shopping from a catalog, Live+Chatbot, order processing, confirmation, tracking, cancellation, payment processing, credit, debit, digital wallets, EFT, (No COD, No Checks)Shipping choices and info, Shopping cart, Days to delivery, Visitor, customer mailing list,...

...Google Forms in Arabic, and I am looking for a freelancer to perform a statistical analysis using SPSS. Key Deliverables: - Statistical Analysis: The main goal of this project is to conduct a statistical analysis on the data. The analysis should focus primarily on descriptive statistics, so the candidate should be proficient in this area. - Detailed Report: I need a report that delves into the analysis of the data in depth. This report should include detailed tables and charts. Ideal Skills and Experience: - Proficiency in SPSS: The chosen freelancer must be well-versed in using SPSS for statistical analysis. Previous experience working with Arabic data would be a plus. - Data Analysis: A strong background in ...

I'm seeking an experienced sports statistician who specializes in data analysis. We would like to find someone based in the US who has some knowledge ideally of the NFL. Our primary aim is to understand the overall performance of different teams and when they peak (early, mid-, late season, etc.) Key Responsibilities: - Examine several seasons of football, basketball, and baseball statistics (to be decided) - Provide team performance analysis - Generate report highlighting key findings Required Skills and Experience: - Understanding of sports statistics, specifically American football, baseball and basketball - Proficient in statistical analysis tools - Previous experience in sports-data analysis preferred

...experienced mobile automation tester who is proficient in Appium and TestNG framework. - Target Platforms: I need the testing to work for both Android and iOS. This includes setting up the necessary environment for this cross-platform testing. - Types of Tests: I'd like to automate Functional, Regression and Performance tests. The freelancer should have a strong understanding and experience in automating these specific types of tests. - Devices/Emulators: The tests should be performed on any available device. There is no specific device or emulator requirements. Ideal Skills: - Proficiency in Appium and TestNG framework - Experience in cross-platform mobile testing (Android and iOS) - Proven background...

...experienced mobile automation tester who is proficient in Appium and TestNG framework. - Target Platforms: I need the testing to work for both Android and iOS. This includes setting up the necessary environment for this cross-platform testing. - Types of Tests: I'd like to automate Functional, Regression and Performance tests. The freelancer should have a strong understanding and experience in automating these specific types of tests. - Devices/Emulators: The tests should be performed on any available device. There is no specific device or emulator requirements. Ideal Skills: - Proficiency in Appium and TestNG framework - Experience in cross-platform mobile testing (Android and iOS) - Proven background...

I need a profile that accurately captures everything about a soccer player. The output should include: - Player statistics - Match history - Skills and achievements - Personal information Ideal freelancers should be able to come up with a practical plan on how to build this platform, resulting in an in-depth project proposal. The player's statistics should cover basic metrics such as goals, assists, and appearances. Proven experience in sports-related projects will be preferable.

I need a freelancer to assist me with a basic SPSS ...Requirements: - Level of Analysis: The assignment revolves around basic descriptive statistics, so no advanced statistical methods are required. Experience in this area will be an advantage. - Data Format: You will be provided with the data in the SPSS software. Familiarity with this software is crucial for the successful completion of the task. Skills and Experience: - Proficiency in SPSS software is a must. - Strong grasp of basic descriptive statistics. - Proven track record in statistical analysis, particularly in SPSS. - Ability to deliver within the timeframe of 2 weeks. Please let me know about your experience in SPSS and statistical analysis when you apply....

I am working on a classification problem with logistic regression and L1 and L2 regularization. I have a code that kind of works but it needs to be cleaned up and checked that it employs the right methods.. more details will be shared over a chat

I'm seeking a Python expert to assist me with a data analysis project. Specifically, I need to: - Analyze financial data: The project ...seeking a Python expert to assist me with a data analysis project. Specifically, I need to: - Analyze financial data: The project involves interpreting and analyzing financial statistics and metrics. Experience in financial analysis is preferred. - Present results via annotated code: The deliverable should be the Python code used for the analysis, with comments and annotations explaining each step. This will help me understand the process and replicate it in the future. The ideal freelancer for this project would be skilled in Python programming, have experience with financial data analysis,...

I need assistance to accompli...project that involves a deep-dive into financial econometrics using R: 1. Regression Analysis: Applying my real-world data, there's a need to execute an efficient regression analysis. The aim isn't to predict future values but to identify significant variables inherent in the dataset. 2. Model Evaluation: Post regression analysis, your expertise will be needed for a thorough model evaluation, ensuring the accuracy of the identified variables and assessing the overall performance of the model. Ideal applicants should possess robust experience in R, financial econometrics, regression analysis, and model evaluation. Familiarity with real-world finance data would be an added advantage. The goa...

Technical Requirements Specifications for our Mobile Money Solution 1. Context and Objectives Our goal is to provide subscribers of a mobile phone company with an innovative mobile money solution. This solution will allow users to perform various financial transactions and payment operations from an iOS/Android mobile application. To carry out this project, we are looking for a competent and experienced IT developer company to ensure the development, deployment, and support of the Mobile Money solution. Preliminary and non-definitive mockups of the solution are provided in the appendix to illustrate the functional expectations. 2. Functional Scope The functional scope of the Mobile Money solution must cover at least: - Management of a virtual wal...

I'm searching for a skilled Python developer with a solid background in machine learning and image recognition to work on a project to help me write a python code that can detect the questions on a scanned image and crop them into different images. You can use any library or package. Key Tasks: - Object Detection: I require the developer to implement object detection capabilities within my image recognition system. - Text Blocks Detection: I need a method to accurately detect and interpret text blocks within images. The ideal candidate should have: - A strong background in Machine Learning, especially with Python. - Extensive experience in object detection and image classification. - Expertise in text blocks detection...

...Engineer to develop a classification model that works with Google Mediapipe Pose Detection and has run trained ML models on web application (using JavaScript) The main task will be training the model to recognising the pose and creating a script for data generation from youtube videos. The trained model should work with the web mediapipe library and classify the given pose on a WebApp (JavaScript). (Eg: Push up and Push Down) You can refer this blog for reference: This project requires expertise in machine learning algorithms and techniques, as well as experience with Google Mediapipe and data preprocessing. The successful candidate should have a strong understanding of supervised learning and be able to optimize

I'm seeking a proficient data analyst with strong statistical analysis capabilities. Your main responsibilities wi...from any incomplete records, duplicates or errors. - Statistical Analysis: You'll need to conduct a thorough statistical analysis of the data, utilizing regression analysis specifically. The project will involve various types of data including numerical, categorical, and textual data. Since we'll be working in a professional environment, knowledge and proficiency in MS Office is a must. This includes Excel, PowerPoint, and Word. Ideal candidates should be well-versed in data analysis and have a strong statistical background. Proficiency in using MS Office is also a key requirement. Previous ...

...install and configure Dolibarr for our company's productive site on our intranet. Here are the specifics: IA definition: (below you can see my own) - We need the inventory management, manufacturing, service contracts and human resources management features to be properly configured. - The system must be set up for 1-10 users to access on our intranet. Customizations and integrations: - We may require custom reports or dashboards, although the specifics for these are not yet entirely defined. - There may be other custom integrations needed as the project progresses. Ideal Skills and Experience: - Proficient in Dolibarr installation and configuration - Previous experience in setting up Dolibarr for small businesses - ...

I am in need of a skilled SPSS expert to assist me with a small project. I require someone who is proficient in statistical analysis and interpretation using SPSS, particularly for basic descriptive statistics. Key Responsibilities: - Conducting basic descriptive statistical analysis on the data provided - Interpreting the results in a clear and concise manner - Presenting the findings primarily through graphs and charts You must have: - Proficiency in using SPSS for statistical analysis - Strong background in basic descriptive statistics - Capability to interpret data effectively - Ability to present results clearly through graphs and charts Your assistance in this project will greatly help me in...

I have collected the dataset in CSV format and now require an expert to develop a multi-class logistic regression model for me. Key requirements: - The dataset is ready and available in CSV format which can be used for the model. - You should have expertise in developing logistic regression models for multi-class classification. - Proficiency with Python is a must as I prefer the model to be developed using this language. Technical Requirements: Proficiency in Python and familiarity with libraries such as NumPy, Pandas, Keras, and TensorFlow. Knowledge of statistical learning, logistic regression, and gradient ascent optimization. Ability to write clear and concise documentation and ...

I am in need of a skilled SPSS expert to assist me with a small project. I require someone who is proficient in statistical analysis and interpretation using SPSS, particularly for basic descriptive statistics. Key Responsibilities: - Conducting basic descriptive statistical analysis on the data provided - Interpreting the results in a clear and concise manner - Presenting the findings primarily through graphs and charts You must have: - Proficiency in using SPSS for statistical analysis - Strong background in basic descriptive statistics - Capability to interpret data effectively - Ability to present results clearly through graphs and charts Your assistance in this project will greatly help me in...

I'm seeking a proficient individual in descriptive statistics. The primary tasks include: Data Types: - The data I'm working with is a mix of numerical and categorical data. Requested Descriptive Statistics: - I specifically need help with calculating the Mean and Median. Purpose: - These statistics are crucial for a research paper I'm working on. Ideal Candidate: - Proficient in descriptive statistics - Experienced with both numerical and categorical data - Previous experience in data analysis for research papers is a plus. Please let me know about your experience with these kinds of tasks. Thank you.

I am in need of an experienced and skilled developer to create a cryptocurrency betting website with a primary focus on sports. The website should cater to both desktop and mobile users. Key Requirements: - Develop a user-friendly and secure platform for sports betting using cryptocurrencies. - Ensuring the website is optimized for both desktop and mobile platforms to ensure seamless user experience. - Implement a simple, yet functional user account system. Ideal Skills and Experience: - Proficient in cryptocurrency integration and security to facilitate betting transactions. - Experience in sports betting or online gaming platforms. - Strong background in web development, with a focus on user interface and exp...

...specialist to write code in Python (preferably) that scrapes a specific table from a website for me (Website: ). The table contains WNBA player statistics, The goal is to extract all columns of this table, which is approximately 7 columns and write it to a CSV file (in the same column format). I'm a beginner level coder, and noticed that the table was created with that looks like a Shiny App in R. (I'm not even sure if extracting the table is possible). If it was only possible to use R, then I could potentially work with that. Website: I would like the data to go from the year 2020 to current. Regular Season data. Key Requirements: - Scraping Tables on websites If you're confident in your web scraping abilities

...analytics in my Android app using Firebase. Key Requirements: - Track User Demographics: I need to collect and analyze user demographic information. - App Usage Statistics: It's important for me to understand how users interact with my app. Specifically, I want to track: - The number of times the app is launched - Duration of app sessions - Screens viewed by the users - Event Tracking: I also want to track specific user actions, such as button clicks. Skills and Experience: - Proficient in Android app development - Expertise in implementing Firebase analytics - Strong understanding of data collection and analysis - Experience with tracking user demographics and in-app actions - Ability to translate data i...

...contribute to a project I am designing for medical image classification, leveraging a Convolutional Neural Network (CNN) for optimum results. Key responsibilities will include: - Developing and implementing CNN architecture - Deploying deep learning models for image classification tasks - Ensuring robust medical image classification with accurate results As this project requires specialized skills, the ideal freelancer will have the following experience: - Proficient knowledge in leading AI and machine learning programming languages, especially Python - Experience with CNNs and a solid understanding of deep learning methodologies - Demonstrable expertise in the classification of medical images If you have extensive exp...

...market for a school discovery platform in the UAE. Project Title: Comprehensive Market Research for School Discovery Platform in UAE Overview: Our startup operates a school directory platform specifically designed to assist UAE families in finding and comparing schooling options for their children. We are committed to providing innovative solutions that help parents navigate the complex educational landscape with ease. To enhance our platform's effectiveness and ensure it meets the diverse needs of all families, comprehensive market research is crucial. This research will help us gain detailed insights into our target audience, the broader industry landscape, and our competitive positioning. Scope of Work: Market Statistics: -Col...

...families in finding and comparing schooling options for their children. We are committed to providing innovative solutions that help parents navigate the complex educational landscape with ease. To enhance our platform's effectiveness and ensure it meets the diverse needs of all families, comprehensive market research is crucial. This research will help us gain detailed insights into our target audience, the broader industry landscape, and our competitive positioning. Scope of Work: Market Statistics: Collect up-to-date statistics on the UAE education sector, including details on student enrollments, enrollment trends, and the diversity of curricula offered (In UAE we have UK, US, IB, Australian, Indian, Chinese, French, Mi...