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...enhance and improve the existing Random Quality Assessment Process and its associated, monthly report format. Additionally, we suggest modifying or creating new checklists and exploring the possibility of automating the entire process for greater accuracy and efficiency. This project aims to increase the effectiveness of quality assessment by implementing the following changes: a) Increasing the sample percentage of preventive maintenance and repair selected for the assessment checks. b) Conduct the quality assessment check on categorized medical equipment based on its criticality. c) Updating the monthly report format to provide more comprehensive and actionable insights. d) Modify or create new checklists to ensure comprehensive evaluation of medical equipment. e) Investigate t...

...Log_Daily_Wages Predictors/Independent Variables: Sex, Residential Area, Age, Religion, Social Group, Marital Status, General Education, Technical Education, Occupation Type, Industry Type, Employment Type, and Enterprise Type (These can be increased/decreased depending on the model efficiency.) WEIGHTS OR MULTIPLIERS For the analysis, ALWAYS use sample weights to ensure that the results accurately represent the entire population despite being based on a smaller sample. DELIVERABLES STATA code for the above and output with some interpretation. ATTACHMENT Research Paper: The master paper describes the methodology (and some codes in its appendix section) based on which the majority of the work (especially the first part of the objective) is to be done. EXPECTED DEADLINE:...

I'm in need of an expert to help develop a custom alert (Webhook notification) for my strategy in Trading View. This strategy is based on ADX, Di and a trailing Stop Loss. I would prefer a freelancer who has: - Extensive experience with Trading View, and is skilled in Pine Script developme...with ADX (Average Directional Index), DMI (Directional Movement Index), and Trailing Stop Loss indicators which will be part of the strategy. Key requirements are: - Configurable settings for these indicators. - Provision of source code upon completion. The ideal freelancer will be able to demonstrate previous similar projects and help me implement this custom alert effectively. Please provide sample work if available. Details of logic will be provided during subsequent discussions Th...

I'm in need of an adept web developer to create an investment portal site and back office software. The purpose of this project revolves around setting up an investment...responsible for handling informational data about investments. A crucial component of this web application will also include a comprehensive back office software with CRM (Customer Relationship Management) and Accounting & Finance features. Key skills that will be valuable for this project are: - Web development & Design - e-Commerce development for informational sites - Experience in building CRM systems - Proficiency in creating Accounting and Finance tools Please bid with sample projects that align closely to these requirements. Your proven technical expertise will be the driving compon...

We are part of a worldwide network providing drug testing services. We have a presence...part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing in Route Olsen, Pabos Mills, QC, G0C 2J0. We will provide travel expenses. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done. This is a long-term project and we will hire you for...

I'm looking for a talented designer to create traditional Indian designed welcome signs for my wedding. I will be providing some sample pictures that you can use as inspiration. You should incorporate the elements present in these pictures to create authentic Indian designs. Even though I didn't specify any color preferences, you should adopt colors that complement the traditional Indian theme and the elements in the sample pictures. Essential Skills: - Creative graphic design - An understanding of Indian culture and aesthetics - Experience in wedding sign design would be a bonus

...youthful, energetic, and engaging voice suitable for children. Adhere to the specified technical parameters for recording. Ability to articulate clearly and follow script guidelines. Provide a sample showcasing child-like enthusiasm and clarity. Include quotation for services if interested. Senior Aged Voice Over Artists Sinhala & Tamil (Female - Grandmother Role): Should embody a warm, comforting, and senior voice suitable for a grandmother character. Comply with the outlined technical recording requirements. Clear articulation and ability to convey emotions in the voice. Share a sample reflecting a grandmotherly tone and style. Provide a quotation for services if interested. Technical Requirements: Below are the audio criteria and guidelines t...

Hello Project Description: I am in search of a skilled data entry specialist who can assist me with various data entry tasks. The primary responsibility will be to accurately input data from various sources ...passion for organizing data effectively. - The project duration and workload will vary depending on the specific tasks assigned. - All applicants must adhere to confidentiality agreements and data protection regulations. How to Apply: If you are interested in this project, please submit your proposal detailing your relevant experience, skills, and availability. Additionally, please include any sample work or portfolio showcasing your data entry capabilities. I look forward to reviewing your proposals and collaborating with a skilled data entry specialist on this project. ...

I'm seeking an experienced HPLC expert to assist with two critical tasks: • Method Development: Guide us in the creation of an effective, reliable method, suitable for our particular needs. • Sample Analysis: Conduct an accurate and detailed analysis of pharmaceutical samples we provide. Your focus will be the quantitative analysis of known compounds within these samples. Your expertise will be vital in ensuring precise and dependable results. Ideal candidates will have: • Strong knowledge and experience in pharmaceutical sample evaluation • Superior method development skills • Extensive understanding of quantitative analysis for known compounds

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I'm seeking a talented graphic desig...brown. - It should embody a creative flare to reflect our brand's personality. - Final deliverables should be in vector format and include the original design files. Ideal Skills & Experience: - Proven experience in logo and brand development - Ability to conceptualize abstract ideas - Proficiency in graphic design software - Strong communication and understanding of client vision - Creativity and artistic flair is a must. Background: - My business will sell Leather Jackets for Men/Women/Bikers IMPORTANT NOTE: - I will be providing a sample logo attached. I want you to take inspiration from this logo. - Keep the same name as the sample attached: Just Jild I look forward to seeing your creative proposals...

...to be completed ASAP. Your creativity will be capitalized to fill the gaps left from the sections not yet stipulated, which makes this project a fun challenge for those with a knack for designing and a good eye for detail. I have the template of a sample resume in PDF form, I am essentially looking for someone to make this exact thing in Indesign and I will take out the sample writing and insert my own. Key Requirements: - Ability to deliver immediately - Expertise in creating visual resumes - Confidence in infusing creativity into the design - Proficiency in highlighting core competencies summarized from basic details Your prior work experience handling similar projects would be a bonus, as this would help speed up the project completion. If you are up for the...

As a qualified professional, your role will be to use AutoCAD 2020 to create a trunking design for an upcoming electrical installation project. Details: - I'll provide the existing AutoCAD design files. - Your responsibility will be to utilize these files to bring about a properly rendered trunking design. - Proficiency in AutoCAD 2020 is vital, as well as experience in designing electrical installations. We require a freelancer proficient in AutoCAD to create a trunking design based on our provided floorplan in PDF format. Additionally, we have a sample electrical layout done for reference. The task involves drawing the trunking plan to a comparable standard, following the routing indicated on the floorplan. The trunking dimensions are 200mm x 10...

I'm in search of an experienced graphic designer to create a vibrant and engaging logo, banner and letterhead for my speech pathology business, "Theraplay for Kids". Key Design Elements: - A focus on a related speech pathology icon. - The name "Theraplay" should be the main highlight, with "for kids" as a smaller element. - I am open to designers who can effectively use vibrant/bright or soft/pastel colors that grab attention. Desired Feel: - The designs should evoke playfulness and joy, professionalism and trust, as well as warmth and compassion. Skills & Experience: - Proven graphic design expertise in creating brand suites. - Preferably with experience in medical or childcare industries. - A portfolio showcasing ability to...

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I'm in need of a logo for my coffee shop. I envision a...stands out and defines my brand. Ideal Skills and Experience: - Proficiency in abstract and artistic logo design - Knowledge and application of cool tones, specifically blue, green and purple for branding Project Specifics: - The logo should incorporate the name of my coffee shop - The design aesthetic should also lean towards an abstract and artistic representation - The color scheme relative to the design should center around cool tones - blue, green and purple Preference will be given to freelancers who have a history of producing high-quality, artistic logos, particularly for coffee shops or similar establishments. Please include samples of your work in your bid. Here the logo sample :-

...our portfolio, and the design of our product packaging, as well as other branded digital materials. Skills & Experience: - Proficient in Adobe Creative Suite and other design software - Experience in designing and maintaining showcase portfolio websites - Excellent knowledge in logo and branding design, ideally with examples of upgrading existing logos - Expertise in making promotional videos is a plus Responsibilities: - Redesign and upgrade our current logo, incorporating our preferred slogan - Design a sleek, modern, portfolio showcase website - Design package branding maintaining consistency with the upgraded logo - Create branded digital booklets and other materials - Develop a 2-3 min promotional video Experience in comprehensive brandin...

Create a shopping site that sells perfume. The MAIN feature of the site is that you can either buy the full bottle or or sample size that comes in sets of 5. Start bid off with LAKERS so I know you read the project description and understand

Create a **Feature Showcase Document** to effectively highlight the features of a Laravel App I just purchased in Codecanyon. You need to explore features application, functionality and solve doubts interacting with support time in Monday - Friday / 8am - 5pm (UTC +7) Vietnam. The purpose of this will be to create sellin...the value of features. 13. **Call to Action (CTA)**: - Encourage readers to take the next step: - Sign up for a trial. - Contact sales for more information. - Visit the application's website. Remember that the **Feature Showcase Document** should be visually appealing, concise, and persuasive. emphasizing the aspects that resonate most with potential users or buyers. ? Sample document:

We need art direction/graphic design support for a PowerPoint presentation to a new client. We will provide all the content and sample framework. But we need a talented designer to make the slides look pretty and enhance its readability. This will more than likely be a presentation where we only send to the potential client. We won't have the opportunity to present in person. The candidate MUST sign an NDA for confidentiality. The project will be approximately 40-45 PowerPoint slides.

...of an experienced graphic designer who can create a modern logo for our company FARMX PRODUCE INC. for our letterhead, business cards, company branding and website. FARMX IS A PRODUCE COMPANY THAT GROWS ITS VEGETABLES INDOORS IN A GREENHOUSE, USING VERTICAL FARMING DESIGN TECHNOLOGY. THE INITIAL PRODUCT WILL BE ROMAIN LETTUCE. Here's what I'm looking for: - Dominant color: Green. I'd also like to potentially see red, orange, and yellow utilized as secondary colors to complement the primary green. - Considerations: The logo should evoke a modern feeling. While the style is up to the designer's creativity, it should reflect this modern emotion. - Preferences: The type of logo design (abstract, minimalist, lettermarks, etc.) hasn't been de...

I'm looking to breathe new life into my Shopify store, focusing on aesthetics, organization, and seamless transactions. My goal is to transform its current state into a more refined, user-friendly platform that not only looks great but also simplifies the shopping process for my customers. Here’s what I need: - **Design Improvements**: Incorporating neutral, minimalist colors alongside a custom font selection that aligns with our brand identity. The aesthetic should be clean, modern, and engaging, inviting customers to spend more time browsing through our collections. - **Product Categorization**: A restructured approach to how our products are categorized and displayed, making it easier for customers to find what they are looking for. This may include the introduction ...

I am seeking a skilled PowerPoint designer to transform my digital diagrams into high-quality, editable, and professional infographics for a presentation aimed at presenting research findings. I will provide the necessary branding details. Ideal Skills: • Experience in creating corporate and profess...Skills: • Experience in creating corporate and professional styled PowerPoint presentations • Knowledge in Infographic creation • Capability to convert digital graphics into editable PowerPoint slides. Your task will not only be limited to converting the diagrams: visually appealing and understandable infographics are a must. Please note, the design should reflect a corporate and professional style coherent with our branding. Sharing a sample images b...

I need an expert in image editing, specifically in tweaking the fabric of clothing in an image. Attached are the fabric image sample and the person/shirt to be applied to.

I am seeking an experienced draftsman or architect to create elevation drawings for a commercial building's floor plans. Requirements: - The primary focus is on creating accurate and detailed commercial floor plans. - A basic representation of building materials. While I ...indicate the basic materials used in the construction. Ideal Skills: - Experience in creating elevation drawings, specifically for commercial buildings. - Working knowledge of building materials and their representation in drawings. - Detail-oriented, with an ability to reproduce scale and dimensions accurately. - Strong skills in drafting software like AutoCAD. In your proposal, please include sample drawings of commercial floor plans you’ve completed in the past, so I can assess your suitabilit...

I'm in need of a freelancer to create a comprehensive report in a word template utilizing a variety of files. Files for use include: - PDFs - PNG images - Excel spreadsheets - CSV files The project will inv...editing, but knowledge of how to carry out minor enhancements to optimize visual presentation in the Word template is crucial. Attention to detail will play a key role in this task. Need create a macro to crop and paste pdf plot. PDF files always will be label as "samplex ". Macro need to be able to copy and paste photos from an excel file. Always will have a setup photo and x samples. Sample number can change from 1 to 50 and macro need to able to detect based in number of photos how many there are. A table from excel from Tab2 will need to added in the word ...

I need a person that can write some clean vb.net code that will convert a multi vb.net data reader into clean JSON that I will then access via an API in a VUE application. The attached file has the outline of the datareaders. I need the JSON writer code to be cleaned up. I'm using Newtonsoft I need clean start objects- end write-- etc. You don't need access to the database just the sample code. I don't need an application just fix the object Thank you-- bid what you feel is right- if you ask "What is your budged" so you can go higher you will be blocked. I'm fair and don't want to waste your time or mine

I require a skilled data analyst with proficiency in Python, tasked with creating an interview scheduling system for bus lane interviews. The scope of the job includes: - Data cleaning and preprocessing of the infor...lane location into the scheduling system. The ideal candidate should have thorough experience in Python-based data analysis, and is able to construct intuitive organizational systems. A background in scheduling and data organization is an advantage. Please, only apply if you can demonstrate similar past projects or pertinent skills. You have to make a program which will give output as shown in sample sheet, the output should follow all of the constraints This project has many sheets and should be done asap , please read the given sheets and then send proposal if you...

I am looking to fill a longterm editor position for multiple projects for my agency. I run a ...the raw footage, edit it and upload the edited videos in a separate folder. I expect a simple thumbnail that fits the ratio 1:1 on Instagram feed. All videos should be edited in 9/16 format for fullscreen experiences on IG Reels + TikTok. Please reach out to me here on “Freelancer.ph” and tell me a bit about yourself, your current situation and show me previous work. ***Important***: I expect a sample to quality check your work, if I find qualified for the position, I will provide you with the raw 60-seconds footage.* Fluent English is a must + you must be able to jump on a Zoom call to go through the onboarding process(webcam is a must). Daily reports are expected whene...

We need a Logo Design for Luggage category product Brand " DreamTick" Freelancers kindly please refer Font styles here I have attached a sample logo for your reference. *If possible use tick symbol, Colours preferred - White, Blue & red Add a Logo near name Need sourcefile with all fonts and elements. If you have any questions please DM me. Thank You

I’m looking for a UX/UI designer to design screens for a small web application on figma with around 8 screens with around 3 flows Not expecting full fledged high fidelity design but should have reasonable details Must have Experience designing SaaS apps Portfolio, will look at the portfolio before finalising the freelancer If we are happy with the work, opportunity to work on a regular basis Budget: 2.5K Time: 4-5 days Project Brief with details on the screens 1. Spec Setup 1. Define specRules for each contentPartner 1. Goto Spec Menu from the navigation header 2. List of specs in tabular format with following details specName, partnerName, createdTimestamp, last editedTimestamp, createdBy, lastUpdatedby, # of validations 1. CRUD fo...

I require a skilled data analyst with proficiency in Python, tasked with creating an interview scheduling system for bus lane interviews. The scope of the job includes: - Data cleaning and preprocessing of the infor...lane location into the scheduling system. The ideal candidate should have thorough experience in Python-based data analysis, and is able to construct intuitive organizational systems. A background in scheduling and data organization is an advantage. Please, only apply if you can demonstrate similar past projects or pertinent skills. You have to make a program which will give output as shown in sample sheet, the output should follow all of the constraints This project has many sheets and should be done asap , please read the given sheets and then send proposal if you...

As an up-and-coming business, we're on the lookout for a proficient Golang engineer with experience in migrating Python Django projects. The task at hand is simple yet crucial to our operations. Key Responsibilities: - ...protocol - Migrate Existing Django+Celery project into Golang language Project Specifics: The project is small and relatively uncomplicated, primarily involving the transformation of our current Python project to Golang. Feature Retention: Hosting webServer to provide Http Json APIs for user to fetch, send, reply, forward, search Email (Including attachments) Please reach out to me with your sample Golang code. Candidates with a similar project portfolio and a demonstrated understanding of user interface considerations will be highly favoured in the sel...

Hi, I need someone to build a word press website for a startup recruitment company. Sample websites and the full content will be provided & need to be completed within a week or sooner. Domain will be provided. Please bid with the exact amount you can complete this task.startup.

I'm in need of a skilled developer proficient in creating a robust newsletter system. The platform to integrate for sending newsletters hasn't been defined, offerings may influence my decision. Optimal skills include extensive experience in system development, particularly bulk email systems with anti-SPAM mechanisms. Your application should extensively showcase your experiences relevant to this project. Although the functionality requirements haven’t been specified yet, a proposal including subscriber management, detailed analytics, and customizable email templates would be highly valued and appreciated.

I'm seeking a skilled animator to create a compelling 30-second animation Sample animation: Using the supplied image I need the this animation: 1. Open on a clean landscape with blue sky with clouds moving slowly across 2. Hilled landscape start to move right to left and starts to introduce trees, buildings and creates some depth with multi-layers 3. Cranes start to pop up on landscape and move to install solar panels, wind turbines, hydro dam walls 4. Cranes disappear and the clean energy production starts with animation of sun rays on solar panels, wind blowing wind turbines, water flowing into pumped hydro 5. Then start to add transmission

I'm seeking detailed-oriented freelancer(s) with Excel expertise to help me transcribe and organize data into approximately 350 spreadsheets. Key Responsibilities: - Entry of various types of data (text, numbers, and dates) as modelled in the provided sample. - Employing a versatile organizational approach where data types might be handled in more than one column. Timeline: The project should be completed within one month. Ideal Skills: - Proficiency in MS Excel and data management. - Detail-oriented approach and high accuracy in data entry. - Ability to follow instructions and work with varying data arrangements.

We are part of a worldwide network providing drug testing services. We have a presence...part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing in Route Olsen, Pabos Mills, QC, G0C 2J0. We will provide travel expenses. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done. This is a long-term project and we will hire you for...

I'm seeking an experienced, detail-oriented editor to work on a collection of short stories and fairy tales, each ranging from 1,000 to 5,000 words. This job will require comprehensive editing skills across content, structure, and copy editing. Your responsibilities: - Thorough editing for struc...responsibilities: - Thorough editing for structure, content, flow, style, and grammar. - Collaborating with me to ensure the story's integrity remains. - Making valuable suggestions that enhance storytelling. Desirable Skills: - Strong command of English. - Prior experience with editing fiction. - Proficiency in using editing software. - Great attention to details. Applications must include sample projects completed before to substantiate your experience and skills. Let me ...

I need a 1page announcement page sample for a music Festival created in artistic way. See examples of others we like. We will use the artist line up for the Saturday and Sunday from the first file of Cali Vibes festival. The 4th file is a file of the actual area of where the festival is being help to model after in graphic style, not real photo, more graphic like our 3 pics samples. The music festival name at the top will " COASTAL JAMS" This will be for a festival in California, on the water so we want it to have palm trees in the graphic and the ocean and waterfront, its a festival being help on the water, so the more coastal vibe the better, just like the 1st file of Cali Vibes festival.

We are part of a worldwide network providing drug testing services. We have a presence...are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing in Route Olsen, Pabos Mills, QC, G0C 2J0. We will provide travel expenses. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done. This is a long-term project and we will hire you for...

I'm on the lookout for an Excel whizz for creating an Excel project management tracker with the following specific features. Required Features: - Task Tracking: This is the most crucial aspect of the project. We will be tracking various data like task progress, deadlines, and associated team members, in which I'm focused on. - Time Spent on Task: The tracker should also allow tracking of t...efficiency. Ideal Skills & Experience: - Proven experience in creating complex Excel spreadsheets - Deep understanding of data tracking and resource management - Proficient in handling project management tools, specifically Gantt charts I'm looking forward to a specialist who can make this task tracking a breeze with a clean and easy-to-use Excel tool. Please place your bid with a...

I need a visual identity for my real estate agency starting from the logo which I have. Design the following: business card, envelope, folder, notebook, letterhead, ppt presentation, gift bag, t-shirt, e-mail signature, banner, etc. The style should be modern, clean, corporate and also outstanding as the agency which is new on the market, aims to change the way real estates transactions are made. The business model is disruptive and the identity should be the same.

...important) - I don't have a preference for male or female voices. - The book contains between approximately 10000 words Ideal applicants should have proven experience in audio book narration, be able to maintain a professional tone and deliver clear, articulate narration. Experience with non-fiction narratives is highly desirable. Each file should have a constant bit rate of 192 kbps or higher, and a sample rate of 44.1 kHz. Each individual file must contain between 0.5 and 1 second of silence (room tone) at the beginning of file, before narration performance begins, and between 1 and 5 seconds of silence (room tone) at the end of file, after narration completes. RMS for each file must measure between -23dB and -18dB, with peak values below -3dB, and a maximum -60dB floor....

I'm in need of a skilled illustrator to create a cartoon-ish illustration of an objects and oeople. The style of the cartoon should be based on a sample I'll provide, so be prepared to adapt and create in a different style. Your illustration should be: - Created in a small format, less than 10 inches - Suitable for high quality printing - Reflective of my specified style and theme I'm looking for someone with a keen eye for detail and experience in creating captivating, cartoon-style illustrations. Prior experience in object-oriented cartoon illustrations will be highly beneficial. Can't wait to see what you can do!

I have an old IE specific image transition using filter:revealTrans(duration=3, transition=12) The number of images is defined in a JavaScript array I need to replace this functionality with CSS supported transition. If you know what you're doing, it'll take a couple hours. To have your bid consider, provide a working sample of image transition . Invite to "message me to further discuss the project" or such, automatically disqualified.

I'm searching for a proficient JavaScript developer who can create a webcam stabilization program for me. The main goal of this project is to eliminate shakiness in the video output. Key requirements: - The application should be compatible with both desktop and mobile browsers, with a primary focus on Google Chrome. - Expertise in JavaScript and web app development is critical. - The developer should have previous experience or knowledge about imaging or video stabilization techniques. - A discernable understanding of Google Chrome's operating system is necessary. The final product should noticeably improve the quality of video chat sessions by reducing shakiness.

...assist me in creating engaging, subscriber-driven posts for Facebook and Instagram. (Sample images are ONLY samples - please make your own original content) Our website is for inspiration and theme ideas. - The campaign aims to attract new subscribers to my testosterone replacement therapy (TRT) telemedicine service, specifically targeting men over the age of 40. - The ideal candidate will have a deep understanding of both platforms, able to effectively engage with the specified demographic, and drive subscriptions. - A background in healthcare or wellness marketing would be a significant advantage, given the nature of the therapy. - The ability to jointly conceptualize, design, and write content while preserving the brand’s voice is essential. - As this ...

I need a wordpress website, this is a sample i like: The website shall be done in Wordpress and contain a contact form. Please include photos from the coast of Northern Cyprus and the Kyrenia harbour and Kyrenia area (no license) in the website. Please also include general pictures of a Hanse 575 sailing yacht (no license). I have attached all texts for the landing page. We dont have a logo, you can put something simple or just put a text as logo. I need onsite SEO, a quick loading of the page. I need a Whatsapp contact button. The website shall be mobile friendly and contain everything. I have a hosting and provide SSL certificate, SSL shall be implemented. The website shall be biliangual in German and English. I provide the German version

I am looking for a seasoned Data Scientist, with considerable experience in extracting and interpreting categorical data. Your ability to efficiently maneuver this kind of data within a broad context and your experience in the field are the primary considerations for this project. Your responsibilities will include, but aren't limited to: - Creating and implementing specific models for predictive analysis from categorical data - Performing data cleansing and processing activities - Interpreting and analyzing results using statistical techniques. Past work or detailed project proposals aren't necessary for this particular project, your experience in the field will be the deciding factor. So, when applying, I ask that you focus more on your relevant categorical data handling and...