How to write data analysis in thesis jobs
I'm seeking a data scientist experienced in Python and machine learning to help me predict employee turnover and analyze the results with visualizations. - Model Building: You will primarily be working with regression models to predict turnover based on various factors. - Data Visualization: The analysis should include line charts to visualize trends and patterns over time. Ideal candidates will have a strong background in data science, particularly in using Python for machine learning and data analysis. Experience with HR data would be a plus. Please note, the specific data sources for this project will be provided upon the commencement of the project.
...of the software is to identify price volatility and, consequently, the positive and negative fluctuations that Bitcoin will have over the next 7 days. This data will be used to find a historical time series from the past that had percentage fluctuations (not based on price levels) as similar as possible. Once the most similar 7-day historical series to the predicted future series is found, the date of the historical series should be displayed on the screen. The entire software must be fully "commented" and explained in every function and calculation, clarifying the practicality and utility of each element within the model and highlighting the added value it provides. Data Requirements The software will be based on the BTC-USD price his...
...for an experienced SEO specialist to optimize our website, , for better rankings and visibility in search engines. Our initial focus is on the Dutch market, with plans to expand quickly to Germany, Belgium, France, and ultimately worldwide. Project Goals: 1. Netherlands: • Improve SEO performance and visibility in the Dutch market. • Focus on relevant keywords like “weighted stuffed animal,” “weighted plush toy,” etc. • Optimize technical SEO, content, and user experience. 2. International Expansion: • Develop and implement SEO strategies for Germany, Belgium, and France. • Conduct localized keyword research and competitor analysis for each country. • Set up multilingual SEO (includi...
*this task is for beginner level person only I am looking for beginner level Excel expert only. Please note that this is fixed price project and not per hour. Please no place holder bid. Please bid with your final price only. I'm looking for a professional to help me format a large Excel sheet and assist with some data analysis tasks.
Please apply ONLY if you are a European!!! Needed a comprehensive research of European companies and laboratories that focus on superfoods, specifically honey. This project ...comprehensive research of European companies and laboratories that focus on superfoods, specifically honey. This project involves gathering information on their services, specializations, and product offerings. I am particularly interested in: - Companies or labs that specialize in superfood, particularly honey. - Their service portfolio and areas of specialization. - Product offerings, with a focus on health supplements. Ideal candidates for this project should have experience in market research, preferably in the food, health or cosmetic sectors. Skills in data analys...
I'm planning to launch a food delivery app in Canberra and need a comprehensive market analysis. Key Requirements: - Investigate customer preferences, the competitor landscape and the overall market size and demand in Canberra. - Analyze various customer demographics including age groups, income levels, and dietary preferences. - Provide insights on any other relevant factors that could influence the app's success. Ideal Skills and Experience: - Prior experience in market analysis, particularly in the food delivery sector. - Strong understanding of demographic analysis. - Ability to provide clear, actionable insights.
...Social Media Data Project Overview: We are looking for a freelancer to develop a simple prototype for a project that monitors disease-related trends using social media data (e.g., Twitter). This is a proof-of-concept project intended to explore feasibility, and we plan to expand it into a larger project once we get confidance. The main goal is to extract and analyze basic trends using natural language processing (NLP) and machine learning, along with simple visualizations. --- Scope of Work: 1. Data Collection: Collect a small dataset of tweets or public health data using the Twitter API or any other publicly available source. Focus on disease-related keywords (e.g., “flu,” “dengue,” or “outbr...
I'm looking for an...virtual agent, connecting with our backend data to provide insights on operational data when prompted. Key Requirements: - The virtual agent should primarily focus on operational data, providing insights to enhance efficiency and decision-making. - It should be capable of answering queries related to operational data. - It should also predict trends based on the operational data, helping us to stay ahead of potential issues or opportunities. Ideal Skills and Experience: - Proven experience in developing AI applications, particularly virtual agents. - Strong understanding of data analysis and insights generation. - Experience with process automation and customer service automatio...
...seeking Data Analyst training skills and jobs. The presentation's primary goal is to provide an informative summary about the subject. Key Requirements: - The presentation should be engaging and appealing to the target audience, which includes high school students, college students and adult learners. - It needs to maintain a professional tone throughout. - The content should be clear, concise, and well-structured to facilitate understanding of complex data analysis concepts. Ideal Skills: - Proficiency in Microsoft PowerPoint - Experience in creating educational presentations - Understanding of Data Analysis concepts - Ability to design visually appealing slides - Excellent grasp of professiona...
My company () develops webshops based upon the Magento commerce solution. Please read about it on the site. For the "blog" section we are looking for a freelancer to write unique and well researched articles. Our current blog posts are too "thin" in content and we want to improve the quality. As a trial, would like to ask you to write an article about "Gen Z - And how they like to pay " We have one presentation as input and it would probably need a little bit more research.
...looking for an expert in machine learning to help me identify phishing attacks on my network. The focus of this project is to develop a system that can effectively detect these types of network threats. Key Responsibilities: - Design and implement a semi-supervised learning model for detecting malware, using both labeled and unlabelled data - Develop a machine learning software that can prioritize detecting phishing attacks - Utilize available data sources, primarily email communication records, to train the model Ideal Skills: - Proficiency in machine learning, particularly semi-supervised learning - Extensive experience in network security, specifically in detecting phishing attacks - Familiarity with data anal...
I'm in need of a skilled professional who can help with the extraction of text from my PDFs. This is an ongoing project with new PDFs coming in regularly. I need the code in a Colab notebook that i can run myself and upload new PDFs to run text extraction. Key Requirements: - Extract all text from multiple PDFs. - Store the extracted data into a CSV or data frame. Ideal Skills: - Proficiency in Python or similar languages for data manipulation. - Previous experience in text extraction from PDFs. - Familiarity with data cleaning and preparing data for analysis. The ability to work on a consistent basis and deliver high-quality work promptly is essential. Please provide examples of similar p...
On-Page Search Engine Optimization: Comprehensive website audit Keyword research and optimization Meta tags (title, description) optimization Internal linking structure improvement Header tags optimization (H1, H2, etc.) Content optimization for readability and SEO Off-Page Search Engine Optimization: ...backlink building Guest posting and outreach campaigns Social bookmarking and profile creation Local SEO optimization (Google My Business) Technical Search Engine Optimization: Website speed optimization Mobile-friendliness checks and improvements Fixing crawl errors (404s, redirects) Schema markup and rich snippets setup XML sitemap and configuration Additional Services: Competitor analysis SET strategy and implementation Monthly progress reports with actionable insights
I need you to fix my own proyect. Developing a compiler involves a series of steps, including lexical analysis, parsing, semantic analysis, optimization, and code generation. The compiler is usually divided into a front-end and a back-end. Steps Lexical analysis: Also known as scanning, this is the first stage of compiler design. It involves recognizing the tokens that the grammar defines, such as keywords, operators, and constants. Parsing: Also known as syntax analysis, this is the second stage of compiler design. Semantic analysis: This is the third stage of compiler design. Optimization: This involves optimizing the code. Code generation: This involves translating the intermediate representation produced by the front-end into machine code...
...looking for a proactive and skilled Social Media Manager + Virtual Assistant to help drive sales, manage administrative tasks, and support live shows through our Instagram account. The ideal candidate will be capable of content scheduling, engaging with our audience, providing customer service responses to direct messages and comments, assisting during live events, and managing databases and invoices. Key Responsibilities: - Content Scheduling: Plan and schedule diverse content, including promotional materials, educational content, and user-generated content. - Engagement: Actively engage with our audience, fostering a sense of community and driving interaction. - Customer Service: Respond to direct messages and comments in a professional and timely manner....
...program. The ideal candidate will have relevant experience in stock program development and deep learning. Key Requirements: - Proven track record in AI and deep learning applications, particularly in stock market - Excellent programming skills - Ability to integrate various data sources Ideal Skills: - Proficiency in Python with TensorFlow, R with Keras, or C++ with PyTorch - Strong understanding of stock market dynamics - Experience with real-time market data, historical stock data, and news and social media feeds Please note, only developers with relevant experience in AI deep learning stock program development are allowed to participate. Explaining how to create an **AI-based stock prediction pro...
...professional who can help me set up an app in my Meta Developer account. The primary goal of this setup is to analyze metrics from both my personal and Instagram Business account, with a specific focus on engagement rates. Key Tasks: - Set up the app in the Meta Developer account - Fetch API to retrieve: - Long-lived token - User’s Instagram Account - Instagram Business Account - Instagram Account Insights - Account linking setup Ideal Skills: - Proven experience with Meta Developer and Instagram API - Strong understanding of Instagram metrics - Prior work with both personal and business Instagram accounts - Excellent technical setup skills I need this setup done quickly and efficiently, so I can start analyzing my engagement rates in...
...cryptocurrency, DeFi and tokenization to draft a compelling whitepaper for my project. The primary aim of the whitepaper is to explain the intricate technical details in a way that will captivate potential investors. Key Requirements: - Comprehensive understanding of DeFi, cryptocurrency and tokenization - Excellent technical writing skills - Ability to simplify complex concepts for non-technical audiences - Experience writing investment-focused documents - Has written whitepapers The whitepaper should include: - In-depth market analysis - Clear breakdown of the project's technical architecture - Comprehensive explanation of the project's tokenomics Your task will be to present our project's technical aspects in ...
I'm looking for a professional with a strong background in education and academic writing to assist me with a project. I need 1-5 articles to be backdated, written and published in a Google Scholar reviewed indexed journal. Key Tasks: - Write, backdate and publish 1-5 education related articles. - Provide recommendations for suitable journals for publication. Ideal Skills and Experience: - Strong knowledge and background in Education - Excellent academic writing skills - Experience with publishing in indexed journals - Ability to recommend suitable academic journals.
I'm in need of a skilled freelancer who can assist with product research for my dropshipping venture. The primary focus will be identifying products that offer substantial profit margins. Key Responsibilities: - Conduct thorough market research to find high-profit potential products - Provide detailed analysis of potential products' profit margins Ideal Skills: - Proficiency in market research and data analysis - Experience in dropshipping product sourcing - Excellent understanding of profit margin calculation Please note that this project does not require a focus on specific product niches or the primary market. Your main task will be to identify products with high profit potential.
I'm looking to build a no-code web platform that connects influencers from both YouTube and Instagram with brands. The platform should have features tailored for both user types, with a particular focus on usability and seamless interaction. Influencer Features: - Self-listing capability - Comprehensive dashboard for tracking follower growth and engagement rates - Content calendar for managing posts ( In a form of a calendar, where they will able to keep links of reference videos & script, notes & Final Video with a summary of the a content with scheduled time) Brand Features: - Campaign creation and influencer proposal sending - Automated billing and contract signing upon influencer acceptance - Review system for submitted campaign content - ROI calcul...
I'm conducting an experiment...conducting an experiment on chatter analysis in thin plate milling. I require an expert to create a proper Design of Experiments (DOE) table using the given process parameters, and to further optimize the DOE using Response Surface Methodology (RSM) and Genetic Algorithms. Key Requirements: - Expertise in creating a DOE table for milling chatter analysis of thin plate. - Proficiency in using RSM and Genetic Algorithms for optimization. - Ability to understand and apply machining settings based on provided process parameters. All necessary process parameters are available, but assistance is needed in identifying the appropriate machining settings. If you have a solid understanding of optimiz...
I'm looking for an experienced digital marketer to set up a Facebook ads campaign for Depo-Provera. The primary goal of the campaign is to increase the number of form submissions from potential new patients. Key Requirements: - Targeting: The campaign should specifically reach out to potential new patients, not existing ones or healthcare professionals. - Visual Content: I'm leaning towards using real-life images for the ads, as opposed to infographics or animated graphics. Ideal Skills: - Proficiency in Facebook Ads - Experience in health-related marketing - Strong understanding of targeting and audience segmentation - Ability to source and select appropriate real-life images - Data analysis skills to track...
I'm seeking an expert in statistical data analysis, particularly focused on descriptive analysis of experimental data. Key Tasks: - Perform descriptive analysis on experimental data. - Utilize ANOVA, Regression analysis, and Chi-square tests for the analysis. Ideal Skills and Experience: - Profound understanding of descriptive statistical methods - Experience with experimental data - Proficiency in ANOVA, Regression analysis, and Chi-square tests. Your analysis will provide insights into the data, contributing to a deeper understanding of the underlying patterns and trends.
...multiple CSV files containing data downloaded from an SAP tool. The primary focus is on extracting specific sales data from these files. Ultimately, I need someone to create a chart or dashboard based on this data, comparing sales across different regions. Key Requirements: - Extract specific sales data from multiple CSV files - Create a chart or dashboard comparing regional sales - Use either Power BI or Excel for the analysis and visualization Ideal Skills: - Proficient in data extraction from CSV files - Experienced in using Power BI or Excel for data visualization - Able to create insightful and easy-to-understand charts or dashboards. Please note, the purpose of this project is to visua...
I need a Py...from a table based on their close proximity. 1. i provide the list of bar names in a city / country 2. find bars / clubs in table that are in close proximity using google api to find lat/lon of venue 3. compile a list of 2 bars and 1 club in close proximity 4. use python code to update starting time of activity in itinerary suggested greedy algorithm, 1. replace a venue from the existing set that has maximum distance to other venues 2. stop iteration when net distance below some threshold Ideal Skills: - Proficiency in Python - Experience with data manipulation and analysis - Ability to work with various data formats Please note that I have not yet finalized all the specifics of t...
I'm seeking an Instagram content marketer and growth specialist for my Digital Marketing account. The ideal candidate will have a strong grasp on social media marketing within the ...compelling single image posts that drive audience interaction - Drive organic channel growth - Post 1-2 times daily (mix of regular posts, carousels and reels) that drive user engagement - Analyze performance data and refine strategies accordingly Skills and experience required: - Proven track record in social media marketing - Excellent content creation and engagement strategy skills - Up to date knowledge of Instagram algorithm and best practices - Hashtag research & implementation - Proficient in data analysis for performance tracking A possibility ...
I need a comprehensive business plan tailored for attracting local investors. The plan should emphasize: Soap making business start up 1 employee - Financial Projections: Detailed forecasts demonstrating the potential profitability and sustainability of the business. Skills and Exp...tailored for attracting local investors. The plan should emphasize: Soap making business start up 1 employee - Financial Projections: Detailed forecasts demonstrating the potential profitability and sustainability of the business. Skills and Experience Required: - Proven experience in business plan writing, specifically for investment purposes. - Strong understanding of financial forecasting. - Familiarity with local investment landscape. - Ability to conduct and incorporate market and comp...
...years of experience in SDR Software Defined Radio sourcing and antenna design and construction and signal analysis and detection. I need you to design the SDR system I need and Provide the list of inexpensive equipment, instructions to assemble the handheld unit, and I need you to build the software I need. Please send me samples of your SDR projects that are similar to what I need. I want to be able to detect distance, strength, direction, interference, etc... including elevation, and to be able to 3D graphic map everything. I would like to analyze 1Hz to 300GHz I know this is a wide spectrum, can you design an all in one small handheld that is inexpensive and that can see all these frequencies...
...developer or development team to maintain and optimize our fully developed app. The role involves fixing critical bugs, optimizing performance, and ensuring compatibility with the latest OS updates. App Details: • Two versions: 1. Native Android (Java) 2. Cross-Platform (Flutter) • Backend: Laravel • Real-time communication: WebSocket built with SpringBoot Key Responsibilities: 1. Bug Fixes: 2. Performance Optimization: • Ensure smooth operation and compatibility with Android 15 and future OS updates. • Improve app stability and performance across both versions. 3. Backend Maintenance: • Maintain and optimize Laravel-based backend APIs 4. WebSocket Enhancements: Required Skills: • Proficiency in Java for Android develop...
...a Top-Tier Agency Specializing in Google Search Ads for Blue-Collar Industries I am looking for an agency that excels in managing Google Search Ads campaigns. This will be a long-term collaboration focused on running effective ad campaigns for my blue-collar industry clients. Only agencies that meet every requirement listed below will be considered. Looking to spend around 200 too 400 a month Requirements 1. Responsiveness: Must respond to inquiries within 1 hour during U.S. business hours. 2. Proven Expertise: Provide case studies demonstrating successful Google Search Ads campaigns for service-based businesses. The case studies must detail the achieved ROI and the timeline in which it was accomplished. 3. Expectations: Must try and get a 1x to...
I'm seeking a skilled manuscript writer with a strong background in the Science field to help me with one chapter of my thesis. This chapter is a review. Key Requirements: - Expertise in academic writing, particularly in the chemistry sector. - Ability to translate complex scientific concepts into clear, engaging prose. - Experience in structuring review papers. If you have a passion for science and a proven track record in academic writing, I'd love to hear from you.
...skilled developer to help me retrieve historical data for 10 cryptocurrencies using the LunarCrush API and export this information into Google Sheets. The data should be structured and organized for easy analysis. Key requirements: - Fetch all data endpoints available for 10 selected cryptocurrencies. - Ensure the data is presented in a systematic manner for future analysis in Google Sheets. - The date range should cover all available data since the launch of each cryptocurrency. Ideal skills and experience: - Proficient in using APIs, particularly the LunarCrush API. - Experience with REST, Python, Google Sheets Integration, API Rate Limit Management and GraphQL (optional) - Experienced in working wit...
...team to create an innovative AI-powered platform for cardiovascular health analysis. The platform will combine cutting-edge machine learning algorithms with user-friendly interfaces to deliver real-time insights for both healthcare professionals and individual users. The project will draw inspiration from successful platforms like Powerful Medical, CardioX AI, and Idoven. The ideal candidate should have experience in developing healthcare applications that integrate artificial intelligence, cloud-based infrastructures, and mobile/web interfaces. Key Features to Develop: AI-Powered Diagnostics: Rapid interpretation of 12-lead ECG data with high accuracy. Predictive models for cardiovascular risk assessment (e.g., arrhythmias, blood pressure ...
I need a visual dashboard created from my Excel financial data. This dashboard will primarily be used by executives, so it needs to clearly display cash flow and ROI information. Key Requirements: - Proficient in Excel and dashboard creation - Ability to visualize complex data simply and effectively - Prior experience working with financial data Ideal Skills: - Data analysis - Financial literacy - Excel expert - Dashboard design
...professional to perform a detailed takeoff from my blueprints. This project involves creating a comprehensive material list of quantities and costs breakdown for all trades, including electrical, plumbing, and carpentry. The final output should be an Excel spreadsheet, as I prefer this format for data analysis and budgeting. Key Requirements: - Proficient in reading and interpreting blueprints - Experience with construction material takeoffs - Familiarity with costs associated with various trades - Excel spreadsheet creation and data organization skills I do not have a specific template for you to follow, so creativity and an understanding of how to best structure the data will be key to your success in this...
I want to ensure that we are fully aligned regarding my role and the scope of services I can provide. As a legal advisor, my involvement will focus on providing legal guidance and preparing the necessary documentation to support your case. The proposed fee of £300 will cover the following: 1. Document Preparation: I will prepare all the legal documents requested by you. 2. Evidence Analysis: I will review and analyse the documentation and evidence you have already sent to ensure that your case is presented as strongly as possible. 3. Guidance: I will provide legal advice on the steps you can take to move the matter forward, including how to address alternative dispute resolution or scale the problem, if necessary. Please note...
I'm looking for a skilled Excel professional to help automate my spreadsheet, which I've been manually updating with annual measurement data (3D coordinates). The spreadsheet involves regression analysis and generating charts. Key tasks that need automation: - Updating formulas: Currently, I have to re-input the formula to accommodate the new data each year. - Data input: I want it to be as simple as entering the new data and the spreadsheet updates itself. - Chart generation: The spreadsheet produces various charts from the data, which currently requires manual intervention. - Running regression analysis: The spreadsheet includes regression analysis which needs to be automated as well. I...
...and skilled in multiple areas of content creation, brand awareness, and digital marketing. Key Responsibilities: • Content Creation: Develop high-quality, engaging short videos (Reels, TikToks, YouTube Shorts) and static posts, with a focus on faceless content where needed. • Graphic Design: Create eye-catching graphics using Canva or similar tools for social media and marketing purposes. • Video Editing: Edit short-form videos to align with trends and make content shareable. • Brand Awareness & Marketing: Plan and execute strategies to grow brand awareness, engagement, and visibility across multiple platforms. • Captions & Hashtags: Write effective captions and research the best hashtags to maximize reach. &bull...
I'm seeking a skilled market researcher for an in-depth trend analysis of the European cosmetic market. The primary focus will be on identifying popular ingredients within this sector along with popular cosmetic products and identifying any gaps in the market. Key Requirements: - Thorough understanding of the European cosmetic industry - Ability to identify and interpret trends related to popular ingredients - Excellent research and analytical skills - Experience in market research specifically for cosmetic products is a plus
I'm in need of a data expert who can help me sift through a mixed data table for reporting purposes. The table contains a blend of numeric and text data, and I need someone who can implement sorting, filtering and search functionality effectively. Ideal skills for this job include: - Proficiency in data handling and analysis - Experience with mixed data sets - Strong skills in sorting, filtering and search functionalities - Excellent reporting skills
I'm a small business owner seeking a professional to assist with my bookkeeping via QuickBooks. Key Requirements: - Proficient in QuickBooks - Experience in small business bookkeeping - Strong attention to detail - Able to maintain confidentiality - Good understanding of financial reporting and analysis If you have the expertise and experience to help me manage my finances, please submit your bid.
I'm seeking an expert in financial modeling with Excel to help construct a comprehensive analysis model for a retail center development project. This project will involve a construction loan, refinancing, and utilizing land equity from the landowner. Key Requirements: - Develop cash flow projections on a monthly basis. - Include critical financial components such as the Profit and Loss statement and Loan amortization schedule. - Conduct sensitivity analyses for interest rate changes, construction cost variations, and market rental rate fluctuations. Ideal Skills: - Proficiency in Excel, with advanced financial modeling skills. - Experience in retail development project analysis. - Ability to conduct and interpret sensitivity analyses.
I'm looking for a proficient data analyst with strong skills in R programming to conduct linear regression analysis for me. Purpose: The primary aim of this analysis is to predict future values based on the relationships uncovered in the data. Data: I will provide measurements on one variable per participant for the analysis. Ideal Skills: - Proficiency in R - Experience with linear regression - Ability to make future predictions based on the analysis - Strong understanding of relationships between variables - Ability to interpret and explain results in a clear and concise manner
I'm working on my thesis and need assistance in formulating a mathematical optimization problem specifically in the area of linear programming. The optimization task is a minimization problem, and it includes both equality and inequality constraints. Key requirements: - Proficiency in linear programming - Experience with formulating mathematical optimization problems - Understanding of both equality and inequality constraints - Ability to assist with a minimization objective function
I'm looking for a skilled developer ...features: - **Hidden Divergence Detection**: The ability to identify and signal hidden divergences within the RSI and engulfing candlestick or pinbar for signal. - **Order Block Identification**: The capacity to locate and mark order blocks on the chart. - **Supply and Demand Zone Mapping**: The tool should also be able to delineate supply and demand zones. The ideal candidate for this project should have extensive experience with TradingView's Pine Script, a deep understanding of RSI and divergence analysis, and an ability to visually represent complex trading concepts in a user-friendly way. Prior work creating custom indicators on TradingView will be a significant advantage. Please provide examp...
I have an Excel sheet containing financial data including income and expense ledgers, as well as indicators of the company's growth. I need someone to transform this data into detailed management accounts. The project requires the creation of clear and insightful charts, as well as the data being presented in an easy-to-read format. Key Requirements: - Bar charts, Pie charts, and Line charts to be created from the data - Focus of the charts on income and expenses - Data presented in a Quarterly comparison format. - profit growth Ideal Skills: - Proficiency in Excel - Experience in financial analysis and creating management accounts - Ability to create clear and insightful charts and gr...
Job Title: Data & Software Solutions Specialist for Autism Center Location: Medina – KSA About Us Our Autism Center is dedicated to providing comprehensive, evidence-based therapies—Applied Behavior Analysis (ABA), Occupational Therapy (OT), Speech Therapy, Psychology services, and Special Education. Our mission is to empower individuals on the autism spectrum to reach their full potential through tailored interventions, compassionate care, and innovative solutions. We seek a Data & Software Solutions Specialist to streamline and enhance our data management, scheduling processes, and reporting systems. This individual will also be responsible for creating a mobile application that provides real-time infor...
I'm in urgent need of a Google Sheets professional with expertise in a variety of formulas. I have data stored across multiple sheets in a single file and need help with data aggregation and analysis. Key Skills Required: - Proficiency in Google Sheets and its formulas including: Sum, Sumif, Sumifs, Count, CountA, countif, Countifs, Filter, Unique, Search, Vlookup, Index/Match, Xlookup, value, Type, If, ifs, Query, Dget, Importrange, and PIVOTS. - Strong analytical skills for data aggregation and analysis. - Ability to work under tight deadlines. Please note, the specific dataset I'll be working with could be sales, customer, or inventory data. This will be disclosed to you once we start workin...
