1000 words essay finance jobs

I need help rewriting/rephrasing my 1000 words personal statement for university admission. Currently, It have 57% AI generated content which I want should be zero. The revised statement should be between 900 - 1000 words, with no AI generated revised statement should maintain a formal and professional tone. Please mention at the top of your bid "Budget" + "I can rewrite your personal statement, and make AI content 0%" to exclude bots.

I'm in need of a content writer who can create a 1000-word SEO-friendly blog post focusing on current digital marketing trends, particularly in social media and content marketing. The blog's primary objective is to generate leads, targeted specifically towards small business owners.

We are looking for a detail-oriented Content Writer to create 6 weekly blog posts (800-1000 words) on the benefits of Mastic Gum. Topics include digestive health, oral care, and anti-inflammatory properties, with research-backed claims. Each article should be SEO-optimized, error-free, and engaging. Payment is AUD $15 per article. Articles must be original, with no plagiarism.

I'm seeking an engineer to design a cartoning machine and feeding system specifically for handling food products. Key features: - The machine should have an automatic feeding system Ideal candidates should have: - Experience in designing packaging machinery, particularly cartoning machines - Understanding of food safety standards in machinery design - Ability to inco...stainless steel. The design must comply with CE marking standards. A PLC-based control system should be integrated into the design. The design should aim for a medium production output capacity. The design will require an advanced control system with detailed monitoring and customization. The design should aim for low maintenance requirements. The target production output capacity for the machine is 1000-2000 ...

I need a finance professional for monthly bank reconciliation and tax preparation. Key Requirements: - Proficient in Zoho Books - Experience with 50-200 monthly transactions - Tax preparation expertise - Ability to ensure accurate bank reconciliation

I'm in need of a professional bookkeeper for my small business. Key Responsibilities: - Manage and record all financial transactions - Prepare and organize financial statements - Monitor and report on bookkeeping discrepancies Ideal Candidate: - Prior experience in bookkeeping for small businesses - Proficiency with various bookkeeping software (not just QuickBooks or Xero) - Excellent attention to detail and strong analytical skills

I'm a mortgage broker in need of a modern styled logo for my company. The logo should reflect the professionalism and reliability of the mortgage industry while incorporating a contemporary design ethos. my company name mates home loan Ideal Skills: - Strong portfolio of modern logo designs - Experience with corporate branding, particularly in the finance sector - Graphic design proficiency, particularly in Adobe Illustrator and Photoshop - Ability to understand and incorporate feedback into design iterations - Strong communication skills to discuss design concepts Please, include samples of your previous work in your proposal.

Portugal Portuguese Recording Project We need Freelancers for long term Project. We have a project, that needs Native Portugal speakers, we will give you the text, and you need to record 1000 Short sentences. you just need to download our software, to read our text and record it, it's a very easy job. 1. You will need to record in a quiet place without loud background noise. and without echo. 2. Each person is $20 dollar for 1000 sentences record. After you finished recording and then we will pay u 50%. after your checking done and then we will pay u remaining 50%. it will take time to check 5-7 days. If you are interested please let me know sure.I will contact u. A Good Opportunity For New Freelancers For taking 5 Star Review after their completion of the project. ...

I need a skilled developer who can gather comprehensive trading data from various free sources and convert it into a REST API and Web Sockets for easy data retrieval. The data should encompass: - Forex - Cryptocurrency - Metals - Indices - Oils Preferred data sources are Yahoo Finance, Alpha Vantage, CoinGecko and any other reliable free source. The ideal freelancer should have: - Proficiency in API development - Experience with data collection and manipulation - Familiarity with trading data - Knowledge of the mentioned data sources Please provide a bid only if you have the required skills and experience.

Skills: (not mandatory, we're willing to teach, and grow) exp in web and ai Budget: starting at 1000$ per month Type: part-time job location: anywhere English level: native(bonus income for US,Canada,UK citizens) Ping me if you like

...have a strong background in resume writing, particularly aimed at creating versatile resumes that can cater to various industries and job levels. Key requirements: - Ability to highlight a diverse range of skills and experiences - Expertise in crafting resumes for entry-level, mid-career and executive positions - Understanding of various industries including, but not limited to, Healthcare, Finance and Information Technology - Capability to write compelling cover letters tailored to different job applications - Ability to deliver high-quality resumes within tight deadlines - Skill in customizing resumes to match specific job descriptions and roles - Competence in conducting keyword research for resume optimization - Experience with resume design and visual layout to enhance rea...

Website: for Consultancy - Business, Finance and Accounting. Target 8-10 pages. Also I put together this checklist or bullets point, can you just put an answer next to each if you are providing or not or able to provide is needed? • Unlimited Pages Website, although targets per website • Conceptual and Dynamic Liquid Website, Custom Made High End Tier 1 Design • Content Management System (CMS) • Team of Expert Designers & Developers • Mobile Responsive (compatible with IOS, Android, Tablets, etc.) • Custom Forms • Lead Capturing Forms • 15 Stock Images – David will provide specific topic related stock images, Developer to provide general design stock photos; • 8 Unique Banner Designs • Jquery Sliders • Free Goog...

I need a skilled designer to help finalize a small 2D floor plan for a new home build, with a primary focus on layout optimization. Key Requirements: - Prioritize the design of the living areas - Offer a well-thought-out layout that maximi...floor plan for a new home build, with a primary focus on layout optimization. Key Requirements: - Prioritize the design of the living areas - Offer a well-thought-out layout that maximizes space and flow Ideal Skills: - Proficiency in 2D design software - Experience with home layout design - Strong understanding of spatial optimization The floor plan optimization should cater to a space between 1000 and 2000 sqft. The design should incorporate a traditional aesthetic. Ensure that the design includes distinct functionality for each room as ...

I'm seeking a professional to promote my entertainment-focused YouTube channel, aiming for an increase of 1000 subscribers within one month. If you can reach the target, the full payment of 6000rs will be rewarded upon successful completion of the project. Channel: @Reborn-w8x Target: 1000 subscribers by end of Feb 2025 Promotion should primarily leverage: - Social Media: Specifically Instagram, with potential considerations for Facebook and Twitter based on your expertise. Ideal skills for this role include: - Proven track record in social media marketing, particularly Instagram - Expertise in YouTube growth strategies - Ability to create engaging promotional content - Strong understanding of the entertainment niche Time is of the essence. I look forward to your

Create a professional and impactful logo for Capital Growth Management, a financial strategy company that helps clients build wealth and generate tax-free income. Company Overview: Capital Growth Management is dedicated to providing expert financial strategies to help individuals and businesses achieve long-term financial success. Our services focus on creating wealth through smart, effective planning. Design Requirements: The logo should reflect trust, professionalism, and financial expertise. Preferred color palette: blue or green to evoke feelings of stability, growth, and prosperity. The design should be modern, clean, and memorable. The logo will be used on various media including websites, marketing materials, and business cards. What We’re Looking For: A strong, timeless l...

I'm seeking a professional logo designer who can create a unique and compelling logo for my company, Wealth Park Capital. The design can be modern and sle...professional logo designer who can create a unique and compelling logo for my company, Wealth Park Capital. The design can be modern and sleek, classic and traditional, or even playful and creative - I'm open to all ideas. The key is to capture the essence of a capital management firm while making it visually appealing. Please provide in your application: - Your past work, particularly any relevant to finance or investment sectors. - Your experience in logo design. - A brief, detailed project proposal on how you would approach this task. The timeline for project completion is within a month. I look forward to seeing ...

...operations—ensuring clear tasks and deliverables, building management layers, and driving AI adoption to streamline day-to-day work. Your job is to bridge technical and business objectives, coordinate cross-functional teams, and scale new ideas, all with a heavy emphasis on AI automation. Key Responsibilities Task Management & Team Coordination - Assign and track tasks across development, HR, finance, and future sales support teams—making sure everyone knows what to do and when to do it. - Use AI-driven tools (e.g., workflow automation, voice interfaces, or chatbots) to minimize manual oversight and maintain real-time visibility on progress. - Continuously refine processes to reduce inefficiencies and maintain accountability in a multi-project environment. Build...

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I'm looking for an experienced professional to implement the Odoo ERP system for my business. This project encompasses the full suite of Odoo modules including CRM, Accounts, Inventory, Manufacturing, and Finance. Key aspects of the project: - Implementing all key Odoo modules: CRM, Accounts, Inventory, Manufacturing, and Finance. - Ensuring the system is tailored to streamline our operations. - Customizing modules to fit unique business requirements. - Offering post-implementation user support for troubleshooting and inquiries. This project does not involve data migration as we are starting from scratch. Your expertise in Odoo ERP will be crucial to successfully setting up this system to enhance our operational efficiency. Please provide examples of similar pr...

I'm looking for a seasoned Node.js backend developer with solid Web3 and Solana experience to help me create a Decentralized Finance (DeFi) application. Key Responsibilities: - Develop core functionalities of the DeFi application, focusing on scalability, security, and performance. - Collaborate on integrating AI into the application. - Ensure the application is robust, secure, and able to handle growing user demands. - Build and maintain APIs to facilitate communication between the DeFi application and other services. - Implement cross-chain compatibility to facilitate multi-blockchain transactions. Ideal Skills: - Proficiency in Node.js. - Extensive experience with Web3 and Solana. - Deep understanding of DeFi ecosystem. - AI integration expertise. - Strong focus on applic...

Hi, I provide thorough website analysis services to evaluate content quality, intent, and gather insightful information tailored to your needs. I am ready to deliver detailed assessments, ensuring you make informed decisions without requiring prior experience. REgards, Nahida

Portugal Portuguese Recording Project We need Freelancers for long term Project. We have a project, that needs Native Portugal speakers, we will give you the text, and you need to record 1000 Short sentences. you just need to download our software, to read our text and record it, it's a very easy job. 1. You will need to record in a quiet place without loud background noise. and without echo. 2. Each person is $20 dollar for 1000 sentences record. After you finished recording and then we will pay u 50%. after your checking done and then we will pay u remaining 50%. it will take time to check 5-7 days. If you are interested please let me know sure.I will contact u. A Good Opportunity For New Freelancers For taking 5 Star Review after their completion of the project. ...

I'm looking for a freelancer who can conduct a qualitative methods exercise based on a hypothetical research scenario. - The investigation should use two qualitative approaches: Phenomenological Psychology and Critical Discursive Psychology. - The final output should be a 1000-word report. Please note that I haven't specified what the hypothetical research scenario should be, nor the main focus or research question of the study, or what type of data will be used for this research. I'm open to your expertise and suggestions. Ideal skills and experience for the job include: - Strong understanding of qualitative research methods and their application. - Proficiency in Phenomenological Psychology and Critical Discursive Psychology. - Excellent writing skills. I loo...

Portugal Portuguese Recording Project We need Freelancers for long term Project. We have a project, that needs Native Portugal speakers, we will give you the text, and you need to record 1000 Short sentences. you just need to download our software, to read our text and record it, it's a very easy job. 1. You will need to record in a quiet place without loud background noise. and without echo. 2. Each person is $20 dollar for 1000 sentences record. After you finished recording and then we will pay u 50%. after your checking done and then we will pay u remaining 50%. it will take time to check 5-7 days. If you are interested please let me know sure.I will contact u. A Good Opportunity For New Freelancers For taking 5 Star Review after their completion of the project. ...

...involves assessing our existing policies and making necessary recommendations. Key Responsibilities: - Conduct an in-depth audit of our compliance frameworks, particularly focusing on the FCA guidelines. - Evaluate our policies on Customer Due Diligence (CDD) and propose improvements as necessary. - Prepare comprehensive AML and sanctions policies. Ideal Skills: - Extensive experience in the finance sector. - Proven track record in compliance auditing. - Strong understanding of the FCA compliance framework. - Excellent skills in preparing AML and sanctions policies. - Expertise in assessing and improving existing policies. Please note, experience with the specific compliance frameworks of FATF, OFAC, and FinCEN is not required, but a solid understanding of the FCA is crucial. ...

I'm seeking a PowerBI Data Modeling specialist with a robust understanding of finance and transaction data. Key Responsibilities: - Develop a comprehensive PowerBI data model tailored to transaction data. - Integrate various data sources into the model. - Ensure the model supports dynamic reporting, data visualization, and potential for predictive analysis. Ideal Skills: - Extensive experience with PowerBI Modeling - Strong background in finance, particularly transaction data analysis - Excellent data visualization skills - Predictive analysis proficiency is a plus Your bid should reflect your understanding of these requirements and your relevant experience.

I'm looking for an experienced PowerBI developer...dashboard should pull data from Xero, Cin7 and ProspectCRM to visualise key insights related to sales performance, operational efficiency, and financial metrics. Key Requirements: - Proficient in PowerBI with a proven track record of creating complex dashboards - Experience working with online APIs and data connections - Ability to interpret and visualise data related to sales, operations, and finance - Strong understanding of operational and financial metrics - Capacity for understanding and translating business needs into data visualisation Your expertise in PowerBI, data interpretation, and online API integration will be key to delivering an impactful dashboard. Please provide examples of past projects that align with thes...

I'm looking for a casual, yet informative content writer to create 8 - 10 (1000 words) blog articles centered around the motocross and dirt biking industry. The focus of these articles should be aimed at beginner riders as well as on professional ones. Key content areas: - Specific dirt bike models, cons and pros, upgrade possibilities etc. - Riding tips and techniques: Simple, easy-to-follow advice that helps learn and improve. - Industry news and updates: Relevant, recent news that would interests all riders. - Coverage of tracks, traveling tips, accessories, and events: This could include overviews of popular tracks, advice on gear and accessories, and information on motocross events. - Safety gear guides: Detailed information on essential safety gear and how to choo...

I'm seeking a seasoned Business Development professional to help expand our client base across various industries. - Commission-based Role: Your earnings will directly correlate with the business you bring in. - Diverse Industry Exposure: We are not limited to one sector. You will have the opportunity to pitch to potential clients across Technology, Healthcare, Finance and beyond. - Prestigious Opportunity: This is your chance to work with an award-winning design studio, known for its innovative approach and exceptional quality. I need you to highlight your relevant experience in your application. Please be specific about your past business development roles and successes, particularly in securing high-profile clients. As this is an ASAP project, prompt and effective commun...

I am looking for a skilled Python developer who can create automation scripts for an algo trading software. This project will involve: - Developing automation scripts to facilitate trading - Implementing features such as backtesting, real-time data feed, and customizable strategies The ideal freelancer for this project should have exp...can create automation scripts for an algo trading software. This project will involve: - Developing automation scripts to facilitate trading - Implementing features such as backtesting, real-time data feed, and customizable strategies The ideal freelancer for this project should have experience in Python, particularly in creating automation scripts and developing trading software. Knowledge of finance and trading strategies will be a significant ...

I'm in search of a graphic designer who ...IBA Institute of Banking Aspirants, Chhatrapati Sambhaji Nagar, led by KP Sir. The logo should incorporate: - A modern and sleek design, while still being playful and vibrant. - Abstract shapes or patterns. - New vibrant and subtle colours. Ideal candidates for this project will have a strong portfolio in creating engaging, unique and visually appealing logos, particularly in the education or finance sector. Ability to balance a playful aesthetic with professional undertones is crucial. Please include examples of similar work in your application. previous logo was not good and was made just for launch don't take any inspiration or you are not suppose to make the similar one , be creartive an open to all new ides not the same bor...

I'm seeking a professional Dutch content writer to produce blog posts for our health ...audience. - Optimize blog posts for SEO to improve search engine rankings. Ideal Skills and Experience: - Proficient in Dutch, with exceptional writing skills. - Prior experience in health and wellness content writing is a plus. - Ability to adopt a professional tone of voice consistently. pharmaceutical Pharmaceutical. Expecting 1-5 blog posts per Week. Each blog post should be 1000-1500 words long. The blog posts should primarily focus on topics related to pharmaceutical. Please base the blog posts on the provided supplementary materials: product information and related. Supplementary materials will be provided as text documents. Please adhere to the provided style gui...

Portugal Portuguese Recording Project We need Freelancers for long term Project. We have a project, that needs Native Portugal speakers, we will give you the text, and you need to record 1000 Short sentences. you just need to download our software, to read our text and record it, it's a very easy job. 1. You will need to record in a quiet place without loud background noise. and without echo. 2. Each person is $20 dollar for 1000 sentences record. After you finished recording and then we will pay u 50%. after your checking done and then we will pay u remaining 50%. it will take time to check 5-7 days. If you are interested please let me know sure.I will contact u. A Good Opportunity For New Freelancers For taking 5 Star Review after their completion of the project. ...

I need a proficient developer to create a Cloud-based ERP system for my business. Key Requirements: - Modules: The ERP should encompass Finance and Accounting, Human Resources, and Sales and Marketing modules. - Main Objective: The primary goal of this ERP system is to enhance our data accuracy across all departments. Ideal Skills: - Extensive experience in ERP system development - Proficiency in cloud computing - Strong understanding of Finance, HR, and Sales & Marketing processes - Excellent data accuracy improvement strategies Please provide proof of your previous work in developing similar systems. Your bid should reflect your understanding of this project and your ability to deliver a high-quality ERP system tailored to my needs.

I'm seeking a professional who can develop a comprehensive system focusing on both equipment leasing and finance management. Key Features: - Equipment Leasing: The system should be designed specifically for the leasing of equipment. - Finance Management: The system should include robust finance management features, primarily focusing on financial reporting. Ideal Skills: - Experience in developing leasing systems, particularly for equipment. - Proficient in finance management software development. - Excellent understanding of financial reporting requirements. Please provide examples of similar projects you have completed in your proposal.

Academic essay writer to craft a 2000-word essay on leadership. Tis is postgraduate essay, must be original with references and written by human.

I'm looking for a claim management system specifically for handling expense claims. The...need a system that can automatically route claims for approval based on predefined parameters. - Expense Tracking and Reporting: The system should have the ability to track expenses in real-time and generate comprehensive reports. Users: The primary users of this system will be a mix of Employees, Managers, and the Finance team. Therefore, the system should be user-friendly for all employees, while also providing necessary functionalities and insights for managers and finance professionals. Ideal Skills and Experience: - Proven experience in developing claim management systems. - Expertise in implementing automated workflows. - Proficient in creating systems with tracking and repo...

...legacy in record-keeping and administration. Sumer Advisors draws inspiration from this rich heritage, bridging the ancient and the modern by integrating the Sumerians' pioneering spirit into today's technological landscape. Just as the Sumerians utilized cutting-edge methods of their time to manage complex economic activities, Sumer Advisors employs advanced technologies like Decentralized Finance (DeFi) and Web3 to offer innovative financial solutions. Brand Narrative: Sumer Advisors embodies the essence of innovation and foresight, qualities that defined the Sumerian civilization. By leveraging blockchain technology and decentralized networks, the firm offers transparent, secure, and efficient financial services, echoing the clarity and precision of ancient Sumer...

I need a short risk assessment focused on project finance applications and company loan applications across various industries, e.g. manufacturing, real estate, energy, and technology. The primary concerns lie within market and operational risks. Key Areas of Focus: - Assessing the implications of market risk, specifically in terms of generic cost and market fluctuations against income projections. - Evaluating operational risk factors that could potentially impact project finance and company loan applications. The freelancer for this project should have a background in finance, risk assessment, and project management, with a keen understanding of market trends and operational challenges in the aforementioned industries.

I'm seeking a skilled writer experienced in crafting personal goal statements specifically for a master's program in Nurse Practitioner Psychiatry. Key Requirements: - Proven experience in academic writing, particularly personal goal statements. - Understanding of nursing and mental health fields. - Ability to articulate individual motivations and goals compellingly. Expected Deliverables: 1. Discuss why I want to pursue Nurse Practitioner Psychiatry specialty. 2. Describe how my past/current work experience will enhance my experience in this program. 3. State my goals/plans upon completion of the degree concerning the Nurse Practitioner Psychiatry specialty.

I need a letter demanding compensation for the challenges I faced and which I will continue to face for the next 10 years. They open up a claim which is fraudulent and took money out of my bank account. I never applied for a loan. I need this financial company to delete this account from my credit report and compensation for my losses and the stress and anxiety I am having. I am under doctor's care.

I'm seeking a skilled writer with experience in crafting personal goal statements for college applications. The essay will be used for a master's program in mental health registered nursing. I want to emphasize my personal motivation and goals throughout the essay. Key Requirements: - Proven experience in academic writing, particularly personal goal statements. - Understanding of nursing and mental health fields. - Ability to articulate personal motivations and goals compellingly. Essay which includes the three following points: 1) Discuss why you want to pursue NURSE PRACTITIONER PSYCHIATRY 2) Describe how your past and/or current work experience will enhance your experience in this program 3) State your goals/plans upon completion of the degree. (The goa...

I'm looking for an Excel expert to create a variable tracking Excel file for me. I will be inputting a list of 1000 or more 3-digit numbers (ranging from 1-5) like 123, 231, 542, etc. Key Requirements: - Track the movement of each digit (whether it's +1,2,3, or 4 or -1,2,3,4, and also 0 when the number remains the same in the next sequence). - Provide a tally of movements for each digit in each position. For example, digit 1 in position 1 moved +1 75 times into the next sequence, +2 100 times, and so on. - Allow me to constantly update the list of 1000 numbers. - I will be copying and pasting the numbers into the file. Outputs/Reports Needed: - A summary table that presents the movements in a clear and comprehensible manner. - Please use standard formatt...

I will research and compile a list of high-quality YouTube channels in the niches of Travel, Education, Gaming, Science, and Lifestyle According to the terms and conditions discussed in details and agreed by both of us in the chat i.e i will try to deliver at least 100 contacts daily and 600 weekly ..after each 200 contacts completion a payment milestone...compile a list of high-quality YouTube channels in the niches of Travel, Education, Gaming, Science, and Lifestyle According to the terms and conditions discussed in details and agreed by both of us in the chat i.e i will try to deliver at least 100 contacts daily and 600 weekly ..after each 200 contacts completion a payment milestone @ 5 INR/contact will be released , i will complete the required 1000 leads in the specified time....

The Power of Leadership in Eye Care: Mobilizing Change, Transforming Vision Leadership in eye care does not center on directing clinics and teams; rather, it is meant to inspire excellence, foster innovation, and overturn lives through vision care. Eye care professionals are at the steering wheel of tomorrow's healthcare future. Below describe why leadership is crucial to the profession: --- 1. Leadership Enhances Patient Care With dynamics of other professions and eye care being situation-specific, leadership ever assures the highest quality of patient care through any activity promoting professional standard or process improvement. Compassionate Communication: Leaders exhibit leadership through their compassion, thereby allowing the patients to feel respected and valued. Commi...

I am seeking a professional with experience in online classifieds postings to promote my Financial Services on Craigslist and Kijiji. For one of the three ads, the aim is to reach potential clients with substantial wealth that are in need of financial guidance. Ideal candidates should have: - Experience in service advertisements on Craigslist and Kijiji - Background in finance or financial services advertising preferred - Excellent understanding of targeting potential clients in need of financial services - Strong communication and marketing skills - Ability to create engaging and eloquent ads

I'm looking for a skilled writer with a strong understanding of SEO to craft 30 articles about cryptocurrency and water filtration. The target audience for these pieces is the general public, with the aim of educating them about this complex and exciting field. Each article should be between 700-1000 words. Each article must contain three references from authoritative links that rank on Google, while reference overlap is allowed, each article should contain unique links. No personal language, written in an educational tone. SEO Keyword topics are: 1- water filter wrench 2- glass water filter pitcher 3- camping water filter 4- water filter installation 5-glass water filter 6- activated carbon water filter 7- lead water filter 8- counter top water filter 9- survival wate...

Portugal Portuguese Recording Project We need Freelancers for long term Project. We have a project, that needs Native Portugal speakers, we will give you the text, and you need to record 1000 Short sentences. you just need to download our software, to read our text and record it, it's a very easy job. 1. You will need to record in a quiet place without loud background noise. and without echo. 2. Each person is $20 dollar for 1000 sentences record. After you finished recording and then we will pay u 50%. after your checking done and then we will pay u remaining 50%. it will take time to check 5-7 days. If you are interested please let me know sure.I will contact u. A Good Opportunity For New Freelancers For taking 5 Star Review after their completion of the project. ...

I need a five-point essay that emphasizes the importance of leadership in the eye care field. Each of the five points should be supported by three bullet points. The essay's tone should be both inspirational and motivational, specifically aimed at eye care professionals. Key Requirements: - The essay should highlight various aspects of leadership within the eye care field. - Each main point should be backed up by three supporting bullet points. - The tone should be inspiring and motivating, encouraging eye care professionals to see themselves as leaders. - The ultimate goal of the essay is to inspire, rather than merely educate or provide solutions. Ideal Skills and Experience: - Strong background in eye care and leadership. - Exceptional writing skills with a ...

...exist in the root directory. - All final files (CSV, chart image) must be placed here. 5. **Additional Python Files** - e.g., `` containing the main analysis logic, helper modules for scraping, analysis, and chart generation. --- ## 4. Advanced Logic Details 1. **News Scraping** - You can integrate with: - **News APIs** (e.g., NewsAPI, Finnhub, or Yahoo Finance data endpoints). - **Web scraping libraries** for site-specific scraping. - **Filtering**: Only scrape articles that reference the target ticker or relevant financial phrases. - **Batch Processing**: If many articles are returned, consider batching requests or scraping in pages to avoid hitting memory limits (512 MB max). 2. **Sentiment Analysis** - **LLM-Based**: Use GPT-4