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AI-Assisted NOSS Development & Monitoring System (DACUM-Based | Regulator-Grade | Workflow-Driven) Project Type Web Application Development (Domain-Specific System) Project Overview We are building a domain-specific, regulator-grade web system to support the development, monitoring, and regulatory screening of National Occupational Skills Standards (NOSS) used in Malaysia. This is NOT a chatbot or document editor. This IS a controlled, audit-safe, AI-assisted workflow system designed around real NOSS processes. The system must support multiple concurrent NOSS projects (15–20 at a time) and multiple user roles. 1. User Roles 1. Project Manager (PM) o Portfolio monitoring across multiple NOSS o Timeline, risk, and milestone tracking 2. Facilitator o Leads OS/OAS, DACUM, CP development o Manages panel engagement 3. Documentor o Structured data entry only o No formatting or content decision authority 4. Industry Panel o Anonymous idea contribution (DACUM) o Online review & approval 5. Researcher o Screening & regulatory decision support o Similarity analysis against MySPIKE o Overlap, duplication & gap identification o Evidence-based justification drafting o Role can be assigned to selected officers or experts (e.g. JPK) 2. Core Features (MVP) • Project Monitoring Dashboard (PM) o Multi-project portfolio view o Phase-based lifecycle tracking o Early warning alerts • OS & OAS Guided Builder o Level determination enforced using official definitions o Mandatory level justification o MSIC draft (finalized later) • Anonymous Digital DACUM (QR-Based) o Panel scan QR, submit ideas via phone o No login, anonymous submission o Live DACUM board on main screen o Zero re-typing • AI Similarity & CU Basket Engine o Compare DACUM with ~2000 NOSS (MySPIKE – public data) o Suggest Adopted CU or New CU o Confidence scoring o Human approval required • Competency Profile & PC Authoring Engine o WA, WS, PC generation o PC enforced as: Verb + Object + Qualifier o Level integrity (L1–L5) • Language & Quality Assurance o Spelling & grammar detection o Standard NOSS writing style enforcement o Suggestions only (manual approval) • Lifecycle-Based Workflow 1. Project Setup 2. Panel Assignment 3. OS & OAS 4. DACUM 5. AI Analysis (MySPIKE) 6. CP Draft 7. Panel Review 8. Finalization 9. JPTS Presentation 10. JTS Presentation 11. Ready for MySPIKE Submission • MySPIKE Submission Preparation o MySPIKE-ready structured data o Paste-optimized submission pack o Reduce manual key-in by 50–70% 3. AI Design Principles (IMPORTANT) • Not a ChatGPT-style AI • AI must be: o Rule-based (format, level, PC structure) o Embedding-based (DACUM ↔ NOSS similarity) o Optional lightweight LLM (language suggestions only) • All AI outputs require human confirmation 4. Tech Stack (Flexible) • Frontend: React / Vue • Backend: Node.js / Python • AI: embeddings + rule-based validation • Database: structured workflow & audit logs • Export: DOCX & PDF 5. Ideal Freelancer • Experienced in workflow-driven systems • Comfortable with rule-based logic + AI • Understands structured data & audit requirements • Not suitable for chatbot-only or UI-only developers 6. Proposal Must Include 1. How you will implement anonymous DACUM → AI → CU matching 2. Experience with embeddings / rule-based systems 3. Estimated MVP timeline Note This project is led by a domain expert with 17+ years experience in national skills standard development. Strict adherence to workflow and specifications is required.
Proje No: 40092250
90 teklifler
Uzaktan proje
Son aktiviteden bu yana geçen zaman 1 ay önce
Bütçenizi ve zaman çerçevenizi belirleyin
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90 freelancer bu proje için ortalama $1.286 USD teklif veriyor

I am a seasoned developer with extensive experience in building workflow-driven systems and AI-assisted platforms, making me a strong fit for the "AI-Powered NOSS Decision Support Platform." I have worked extensively with embedding-based and rule-based AI systems, providing tailored solutions that meet strict regulatory standards. My proficiency in React, Node.js, and Python aligns well with your tech stack requirements, ensuring seamless integration and performance. In previous projects, I have designed and implemented systems with robust workflow management and audit logging capabilities, prioritizing data integrity and security. My familiarity with building AI engines for similarity analysis and document processing will be crucial in developing the AI Similarity & CU Basket Engine and lifecycle-based workflows. My focus is on delivering scalable solutions that adhere to complex regulatory frameworks. I am keen to discuss how I can contribute to your project and elaborate on my experience with embedding-based solutions. Could you provide more details on the expected MVP timeline? I look forward to your response.
$1.500 USD 20 gün içinde
8,4
8,4

With over a decade of experience in web and mobile development, including expertise in AI and blockchain, I understand the importance of creating a robust AI-Powered NOSS Decision Support Platform for your project. The challenge of building a regulator-grade system to support the development, monitoring, and screening of National Occupational Skills Standards is one that I am ready to tackle head-on. In my past projects, I have successfully delivered solutions in the fintech and blockchain domains, showcasing my ability to work on complex, data-driven systems. I have experience in AI/ML development, which will be instrumental in implementing the AI Similarity & CU Basket Engine and other crucial features of your platform. To ensure the success of this project, I am ready to discuss with you how I will implement the anonymous DACUM → AI → CU matching process, showcase my experience with embeddings and rule-based systems, and provide you with an estimated MVP timeline. I am the ideal freelancer for this project, given my experience in workflow-driven systems and my comfort with rule-based logic and AI integration. Let's work together to bring your AI-Assisted NOSS Development & Monitoring System to life.
$1.200 USD 20 gün içinde
7,4
7,4

⭐⭐⭐⭐⭐ Build an AI-Assisted NOSS Development & Monitoring System ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and see you are looking for an experienced developer for an AI-assisted NOSS system. Look no further; Zohaib is here to help you! My team has successfully completed 50+ similar projects in web application development. I will ensure a controlled, audit-safe workflow system that meets all your specifications while delivering within your budget. ➡️ Why Me? I can easily do your AI-Assisted NOSS Development and Monitoring System as I have 5 years of experience in web application development, focusing on workflow-driven systems, rule-based logic, and structured data management. Additionally, I have a strong grip on technologies like React, Node.js, and Python, ensuring a comprehensive approach to your project. ➡️ Let's have a quick chat to discuss your project in detail. I’d be happy to show you samples of my previous work. Looking forward to our conversation! ➡️ Skills & Experience: ✅ Web Application Development ✅ Workflow Systems ✅ Rule-Based Logic ✅ AI Integration ✅ Data Structures ✅ React / Vue ✅ Node.js / Python ✅ Database Management ✅ Project Monitoring ✅ User Role Management ✅ Quality Assurance ✅ Regulatory Compliance Waiting for your response! Best Regards, Zohaib
$900 USD 2 gün içinde
7,7
7,7

I HAVE BUILT A VERY SIMILAR REGULATOR-GRADE, WORKFLOW-DRIVEN SYSTEM — READY TO REPLICATE THAT SUCCESS FOR YOUR PROJECT. Hello, I’m interested in collaborating on your domain-specific, audit-safe web application. I’ve worked on structured workflow systems, standards development platforms, and AI-assisted validation engines—making me a strong fit for this project. Core Features I Will Deliver (MVP): • Multi-project dashboard with lifecycle, milestones & alerts • Structured OS/OAS builder with rule-based validation • Anonymous QR-based DACUM collection with real-time board • AI-assisted similarity engine (embeddings + rule checks) • Competency Profile & PC authoring (Verb + Object + Qualifier enforced) • Panel review workflows, approvals & audit logs • Export-ready DOCX/PDF & submission preparation tools Supported User Roles: • Project Manager • Facilitator • Documentor • Industry Panel (anonymous contributors) • Researcher / Regulatory Reviewer What You Receive: ✓ Complete source code (frontend, backend, AI modules) ✓ 2 years of free ongoing support & maintenance ✓ Clean documentation, architecture, and deployment setup ✓ Secure, scalable, regulator-grade workflow implementation I’m ready to begin with a discovery session and translate your vision into a clear, executable plan. Looking forward to discussing the next steps.
$800 USD 15 gün içinde
6,7
6,7

Hi As an experienced professional in workflow-driven systems and adhering strictly to specifications, I understand the depth and complexity of your project. Highlights of my skills include AI Development, AI Model Development, Database Management, Node.js and Python- all of which align extremely well with your project goals. Having worked for more than 12 years and being a top-rated freelancer in prestigious platforms, I assure you of delivering the best results possible. In order to implement the anonymous DACUM → AI → CU matching stage effectively, the first step lies in developing a QR-based system where panel members can submit ideas anonymously via their phones. Implementing rule-based logic into this algorithm will ensure integrity and authenticity to the system. In addition, incorporating embeddings-based AI model will enable similar comparison between DACUM and ~2000 NOSS present in MySPIKE databank. Moreover, all the outputs generated by AI will require human confirmation to maintain reliability. In terms of timeline estimation, it generally depends on several critical factors like size of dataset and complexity of desired work, but we are confident that using our proven expertise we can deliver the MVP within a reasonable timespan. I understand your requirement in deep sense and I promise to ensure a controlled, audit-safe system designed exactly around real NOSS processes as per this project’s description. Thanks....
$1.500 USD 7 gün içinde
6,1
6,1

Hello, I built & customized large scale workflow systems where rules, data, and AI behave nicely for regulators. Looking forward to discuss your project in detail. I’m certified in workflow-driven web system development using React, Node.js, and embedding-based AI validation. I’ve built systems where AI assists but never decides, and every step leaves a clean trail for review. I’ll treat NOSS like a process, not a document: guided steps, locked rules, and human sign-off everywhere. Others jump to chatbots; I’ll build guardrails first so the system stays safe, scalable, and trusted. For DACUM, I’ll run anonymous QR inputs straight into structured data, then match against MySPIKE using embeddings plus strict rules, so suggestions are smart but never automatic. This cuts rework and saves real time for panels and researchers. A few things I’m curious about: Which step today causes the most back-and-forth? When two NOSS look similar, who breaks the tie now? Best regards, Dev S.
$1.500 USD 30 gün içinde
6,2
6,2

Hi! I've worked on similar projects involving workflow automation, AI-powered analysis, and compliance-driven systems where the technical requirements align closely with what you need. I can share relevant work examples directly in chat. Deliverables: - Multi-role NOSS development platform (PM, Facilitator, Documentor, Panel, Researcher) - Project monitoring dashboard with portfolio tracking - OS & OAS guided builder with level enforcement - Anonymous QR-based digital DACUM system - AI similarity engine comparing against MySPIKE (~2000 NOSS) - CU basket recommendation with confidence scoring - CP & PC authoring with structure validation (Verb + Object + Qualifier) - Language QA with NOSS style enforcement - 11-phase lifecycle workflow automation - MySPIKE submission preparation module - Rule-based + embedding-based AI (no generic chatbot) - Human approval for all AI outputs - Audit logs and structured export (DOCX/PDF) I'd be happy to discuss details, share suggestions, review your budget and timeline, and outline a working plan with clear milestones in chat. Best regards, Houssame
$1.125 USD 7 gün içinde
6,0
6,0

This is the kind of system where governance matters more than clever UI or flashy AI, and your specification reflects that clearly. I build workflow-driven, audit-safe platforms where AI is constrained by rules, structure, and human approval not free text or black-box decisions. Your DACUM → AI → CU matching flow maps naturally to an embedding-based similarity engine layered with strict rule validation, ensuring every suggestion is explainable, confidence-scored, and manually approved. For the anonymous DACUM flow, I’d implement a QR-based, session-bound submission layer that feeds structured inputs directly into a live DACUM board no logins, no re-typing, full traceability. From there, embeddings handle MySPIKE comparison, while rule engines enforce level integrity, PC grammar, and NOSS writing standards before anything advances in the lifecycle. I have hands-on experience with rule-based systems, embeddings, structured workflows, and audit logging, and I’m comfortable building systems where process compliance is the product. I can outline a clear MVP in phases and estimate timeline once we lock: * Anonymous DACUM + workflow core * AI similarity & CU basket engine * Lifecycle dashboards and audit trail This is a serious system, not an experiment—and I’m aligned with that approach. Best, Jenifer
$1.125 USD 30 gün içinde
5,9
5,9

Hi, We would like to grab this opportunity and will work till you get 100% satisfied with our work. We are an expert team which have many years of experience on Python, Machine Learning (ML), Node.js, Data Science, Backend Development, Database Management, Web Application, Natural Language Processing, AI Model Development, AI Development Please come over chat and discuss your requirement in a detailed way. Regards
$1.199 USD 20 gün içinde
4,8
4,8

With a thriving career as a full-stack web developer for more than a decade, I am well-versed in the front and backend technologies your NOSS project needs to succeed. Throughout my career, I have consistently produced high-quality work while maintaining close communication with my clients, ensuring their utmost satisfaction - an attribute essential when working on a project led by an industry expert like yourself. My expertise in complex system development has been enriched by building Laboratory Information Management Systems (LIMS) where accuracy, data structuring, and audit requirements are paramount - all of which resonate soundly with your project's needs. I have proven experience working with multiple technical stacks such as Node.js, Python (including popular frameworks like Flask and Django), React, Vue.js and various databases including MySQL and MongoDB – all adaptable to your specified tech stack. Moreover, one of the crucial aspects of this project is balancing rule-based logic with AI assistance, where user data inputs must go through algorithmic processing before outputting suggestions for further human validations. This encapsulates a significant part of my skill set; my experience handling rule-based systems and my familiarity with embeddings and AI implementations equip me to architect an AI-engaged decision-making process fitting your requirement effortlessly. Let my background reflect into the success of your project!
$1.000 USD 10 gün içinde
5,0
5,0

⭐ Hello there, My availability is immediate. I read your project post on Python Developer for AI-Powered NOSS Decision Support Platform. I am an experienced full-stack Python developers with skill sets in: Python, Django, Flask, FastAPI, Jupyter Notebook, Selenium, Data Visualization, ETL AI/ML & Data Science: Model development, training & deployment, NLP, Computer Vision, Predictive Analytics, Deep Learning React, JavaScript, jQuery, TypeScript, NextJS, React Native NodeJS, ExpressJS Web App Development, Web/API Scraping API Development, Authentication, Authorization SQLAlchemy, PostgresDB, MySQL, SQLite, SQLServer, Datasets Web hosting, Docker, Azure, AWS, GCP, Digital Ocean, GoDaddy, Web Hosting Python Libraries: NumPy, pandas, scikit-learn, TensorFlow, PyTorch, etc. Please send a message so we can quickly discuss your project and proceed further. I am looking forward to hearing from you. Thanks
$1.396 USD 24 gün içinde
5,3
5,3

Hello, I’m Karthik, a full-stack & AI systems engineer with 10+ years of experience building workflow-driven, regulator-grade platforms. This is clearly not a chatbot project, but a controlled, audit-safe decision support system—and that’s exactly my space. 1) Anonymous DACUM → AI → CU Matching (Approach) QR-based anonymous DACUM intake (no login), mobile-friendly Live DACUM board using structured records (no re-typing) Embedding-based similarity engine comparing DACUM items against ~2000 MySPIKE NOSS Rule-based filters first (level integrity, verb–object–qualifier, scope) CU basket output: Adopt vs New CU + confidence score Human approval mandatory (AI never auto-commits) 2) Embeddings & Rule-Based Experience Built similarity engines for standards, skills, policy, and taxonomy systems Designed rule-first validation layers with full audit trails Used LLMs only for constrained language suggestions, not decisions 3) MVP Timeline 8–10 weeks for full MVP (roles, workflow, DACUM, AI analysis, CP/PC authoring, exports, audit logs) I’m experienced with multi-role systems, strict workflows, and regulator-facing logic, and I follow specifications precisely. Happy to proceed under domain leadership and execute cleanly. Best regards, Karthik
$3.125 USD 7 gün içinde
5,0
5,0

Hello, I hope you are doing well I will build a regulator grade web system that follows real NOSS and DACUM workflows with strict role control audit logs and support for multiple concurrent projects. I will implement anonymous QR based DACUM input connected to a rule driven and embedding based AI engine for CU matching against MySPIKE with mandatory human approval. I will design guided OS OAS competency profile and PC authoring modules with enforced level integrity and lifecycle based progression. I will deliver a clean MVP using React or Vue with a Node or Python backend aligned to your regulatory and operational requirements. PS: I can start from now and can deliver this project asap with your 100% Satisfaction with Unlimited Revisions. Discover my professional portfolio: https://www.freelancer.com/u/Hammadhassan21 Please provide me a chat, I want to ask you some questions and can start from now Looking Forward to your Response. Best Regards Hammad Hassan
$1.200 USD 7 gün içinde
4,8
4,8

✋ Hi there. I can build your AI-powered NOSS decision support platform as a secure, workflow-driven system that supports regulator-grade project monitoring, DACUM facilitation, and AI-assisted competency analysis while keeping full auditability and human approval at every step. ✔️ I have strong experience developing structured, workflow-driven web applications with rule-based and embedding-based AI components. In previous projects, I implemented systems that automatically matched structured inputs to large reference datasets while preserving audit trails and enforcing strict role-based access. ✔️ For your project, I will develop a multi-role web platform that includes project monitoring dashboards, anonymous DACUM collection via QR codes, AI similarity analysis against existing NOSS datasets, competency profile generation, and structured MySPIKE-ready exports. I will ensure that AI outputs are suggestions only and require human confirmation, following your specified lifecycle workflow precisely. ✔️ I will also provide clear documentation, modular code, and deployment guidance so your team can maintain and scale the platform after launch. Let’s chat to discuss the workflow specifics, AI integration approach, and timeline for your MVP. Best regards, Mykhaylo
$1.125 USD 7 gün içinde
5,0
5,0

Hello Faezal, I am Vishal Maharaj, a seasoned professional with 20 years of expertise in Python, Web Application Development, AI Model Development, Backend Development, and Node.js. I have carefully reviewed the requirements for the AI-Powered NOSS Decision Support Platform project. To execute this project successfully, I propose implementing an anonymous DACUM submission system integrated with AI for CU matching. Leveraging my experience in embeddings and rule-based systems, I will ensure accurate similarity analysis and competency profiling. The MVP timeline will be estimated based on a detailed project plan encompassing the lifecycle-based workflow and AI design principles outlined. I am well-equipped to deliver a high-quality, regulator-grade web system that meets the specified user roles and core features. I invite you to initiate a chat to discuss this project further. Cheers, Vishal Maharaj
$1.000 USD 10 gün içinde
5,2
5,2

Hi, I can build a robust backend that meets the stated requirements. I understand that AI is only an assistant within a controlled, auditable workflow, not a chatbot or free-form editor. I’m comfortable implementing role-based access, workflow enforcement, and audit-safe architecture aligned with real NOSS processes. Best regards,
$1.500 USD 10 gün içinde
4,3
4,3

Hello, I liked your project AI-Powered NOSS Decision Support Platform, which aligns perfectly with my professional expertise. I bring extensive experience in Python, Machine Learning (ML), Node.js, I can ensure timely delivery within 3 days. I'm committed to exceeding your expectations and would welcome the opportunity to discuss your requirements in detail.
$750 USD 3 gün içinde
3,8
3,8

Hello, I have experience building workflow-driven web systems with strict role separation, audit logging, and structured data enforcement, including platforms where domain rules override free-form input and every action is traceable. I have worked with embedding-based similarity engines, rule-based validation layers, and multi-stage approval workflows that require human confirmation before progression. I will implement the platform as a phase-driven workflow engine with strict role permissions, anonymous QR-based DACUM submission feeding directly into structured data stores, an embedding-based similarity service to compare DACUM outputs against MySPIKE data, and a rule engine that validates levels, PC structure, and writing standards before allowing progression, while keeping all AI outputs advisory and fully auditable. Looking forward to working with you! Can we discuss this further via private chat? Warm regards, Alesha
$750 USD 7 gün içinde
4,0
4,0

As a Senior Full-Stack Developer, I’ve spent many years creating end-to-end web and software solutions, which makes me a perfect fit for your NOSS Decision Support Platform project. My familiarity with frameworks like React, Node.js and languages such as Python will enable your platform to deliver on two crucial requirements: being a controlled, audit-safe system and providing high levels of functionality for each user role. Fundamentally, my expertise alongside utilisations of tech tools aligns with the requirements in your project description. I have honed an integrated approach towards projects with deep respect for workflow and specifications within structured data & audit mandates. Combined with the know-how and experience from your domain expert's leadership role, this synergy exemplifies a high-quality solution for your NOSS platform project. I estimate that with our combined skills, we can have an MVP ready within [insert estimated timeline] that thoroughly adheres to the workflow. Lastly, creating systems that scale is something I consistently strive to offer my clients. With 15-20 concurrent NOSS projects supported simultaneously, efficiency and scalability are ingrained factors in my process. Choose me as your partner in building this groundbreaking Workflow-driven NOISS Monitoring system.
$800 USD 10 gün içinde
4,0
4,0

Hello Faezal H., I am Maryam Abbas, a seasoned professional with 4 years of expertise in Node.js, Backend Development, Python, and AI Development. I have carefully reviewed your project requirements for the AI-Powered NOSS Decision Support Platform. To address your needs, I propose to implement an anonymous DACUM submission system linked to an AI-powered CU matching engine, ensuring accurate and efficient workflow management. With my experience in embeddings and rule-based systems, I will develop a robust solution that aligns with your specifications. You can explore my portfolio at https://www.freelancer.pk/u/maryam951 to see my successful track record. Let's discuss your project further. Looking forward to collaborating with you on this exciting project. Best regards, Maryam Abbas
$759 USD 7 gün içinde
3,5
3,5

Kuala Lumpur, Malaysia
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