Minh D.-Project Manager / Business Analyst / Application Manager

Check rate
Experience
Project Manager / Business Analyst / Application Manager
Finance and Insurance
Introduction of 5 different process applications for different teams
Release planning: scope and time management
Resource/capacity planning
Conducting Sprint Planning / retrospectives
Increment planning (several sprints)
Preparation of Steering Committee meetings / reporting to the Board
Coordination / alignment with external suppliers / deliveries
Resource planning for multiple projects
Coordination with business department and development team
Identification of best practices with IBM BAW
Cost control and planning for the project team and external service providers
Collection of KPIs using LogScale
Analysis of application errors with LogScale / Queries
User Story definitions / coordination of requirements with the business department and development team
Testing and defect tracking
UI/UX design of applications
Preparation and moderation of Brown-Paper workshops
Test concept, test data, test organization, test execution
Collection of team velocity / metrics
Test execution
Script for automated testing
Test organization with business department and IT
Recording and prioritization of defects
Establishment and operation of the application
Establishment of application monitoring with LogScale Dashboards
Checking health endpoints with PowerShell
Post Mortem analysis
Establishment of Incident Management
Establishment of Problem Management
Analysis of errors using LogScale Queries and Dashboard
Pre-processing of data for AI
Evaluation using AI language models (Meta Llama 3.3 LLM and deepset Haystack) and RAG
Installation of runtime environments for LLMs (Large Language Model)
Evaluation of various LLMs
Installation of RAG (Retrieval Augmented Generation) and integration with LLM
Extraction of unstructured data with LLM and RAG
Project based on IBM BAW (Business Automation Workflow), Websphere Liberty, Domea, d.3, REST, LogScale (formerly Humio), Swagger, Powershell, JIRA, Confluence, Lucom Interaction Platform (LIP), Mattermost, Jabber
Business Analyst
Finance
- Gathering requirements
- Communication of requirements to the Scrum team
- Moderation of Scrum events: Planning, Refinement, Dailys
- Creation of Stories (JIRA)
- Testing and acceptance of implementations
- Analysis of defects
- Recording of test cases
Integration Manager / Project Manager / Analyst
Telecommunications
- Analysis of customer prompts and derivation of improvements
- Analysis of language model results
- Analysis of Automatic Speech Recognition (ASR) results
- Improvement of prompts
- Design for integrating Houndify Custom Speech Recognition Pattern
- Design for integrating Shortlisting-Reranking (based on Amazon)
- Design for improving names with Soundhound Houndify and Microsoft Language Understanding
- Application of Scrum and SAFe
- Planning (Program Increment Planning) in 3 different SAFe Trains
- Integrative analysis of problems and errors in various systems (Voice Processing, Natural Language Understanding, post-processing, system configuration, business processes, frontend
- Analysis of errors with technical log and tracing tools (Humio), support for developers in error analysis in the frontend and backend
- Definition of requirements, coordination and planning with several teams
- Training of other team members: analysis and identification of problems, derivation of improvements
- Planning and execution of integration tests
Integration Manager
Telecommunications
- Integration Management of SDKs for iOS and Android into various apps
- Support for external stakeholders / Single Point of Contact for external stakeholders
- Planning and execution of integration tests
- Application of SAFe, participation in SAFe Program Increment Planning (10-week increments)
- Scrum Master - conducting Scrum events: Planning, Reviews, Retrospective, Dailys
- Scaled Agile Framework Scrum Master: participation in Scrum of Scrums, Program Increment Planning
- Ramp-up of Indian off-shore development team from India
- Validation of REST APIs with REST clients (Postman, Insomnia, curl)
Integration Manager / Project Manager / Analyst
Telecommunications
- Responsible for the development and integration of “Artificial Intelligence” components
- Requirements management / prioritization of requirements
- Analysis / optimization of prompts
- Reporting the status of NLP topics to management
- Responsible for the computational linguist team working on NLU (Natural Language Understanding)
- Responsible for the integration of SoundHound NLU
- Conducting mass tests with SoundHound NLU
- Simple creation of Microsoft Language Understanding models with training data sets
- Development of a test tool for SoundHound NLU
- Responsible for integrating voice / NLU connectivity into iOS and Android apps
- Application of SAFe, participation in SAFe Program Increment Planning (10-week increments)
- Validation of REST APIs with REST clients (Postman, Insomnia, curl)
- Analysis of errors with technical log and tracking tools (Humio) in the backend
Integration Manager / Project Manager / Analyst
Telecommunications
- Requirements management for the platform / prioritization of requirements
- Identification and clarification of dependencies between two SAFe Agile Release Trains (ART)
- Definition of the coordination process between two SAFe Trains (including pre-, mid-PI planning)
- Active participation in seven Program Increment Plannings (PI-Planning)
- Transparency of dependencies in the SAFe ART Sync
- Integration management in SAFe Program Increment Planning
- Moderation of coordination meetings
- Coordination between teams in Germany and France
- Validation and consulting on SAFe Solution Train approaches for the project
- Participation in Product Governance / Solution Board
- Clarification of topics with various teams: Cloud/Operations/Azure, Smart Speaker, Machine Learning, Natural Language Processing / Automatic Speech Recognition (ASR) / Voice Recognition
- Review of Pyhton code
- Prioritization according to WSJF
Agile Methods Consultant / Scrum Master
Banking
- Consulting / Agile Coaching / introduction of agile methods / Scrum for three teams
- Analysis of the applicability of Nexus and Scaled Agile Framework (SAFe)
- Analysis of the current situation
- Derivation of traditional processes for order management
- Detailing of the concept for operational work and project work
- Establishment of new Scrum teams
- Setup of Scrum Boards and Product Backlogs with JIRA
- Onboarding of Product Owners and Scrum Masters
- Setup of Epics and Features
- Configuration and administration of JIRA projects
- Setup of Kanban boards
- Application of methods from ING One Agile Way of Working (WoW)
- Application of Quartely Business Review (QBR), recording of team velocity / metrics
- Extensive development of agile knowledge in Confluence
- Execution / moderation of agile events: Daily Standup, Refinement, Review, Retrospective, Planning 1+2
- Establishment and moderation of Scrum Master Community of Practice
- Conducting JIRA training sessions
Business Analyst / Planning
Banking
- Derivation of requirements from MiFID II, MiFIR and RTS
- Analysis and functional specification of MiFID II Off-Order-Book-On-Exchange Trade Reports / Negotiated Transactions
- Analysis of Pre-Trade-Transparency / Pre-Trade-Transparency-Waivers
- Planning: Project Charter, WBS, Reporting, Risk Register, Stakeholder Register
- Effort estimation with IT
- Coordination with IT
Project Manager / Business Analyst
Deutsche Börse
- Planning in the area of MiFID II (Markets in Financial Instruments Directive) reference data: Project Charter, WBS, Reporting, Risk Register, Stakeholder Register
- Identification of business and project dependencies between Over The Counter (OTC) Trade Reporting, Transaction Reporting and reference data
- Analysis of business and technical solutions with Financial products Markup Language (FpML) and FIX in the context of Over The Counter (OTC) post-trade processes
- Coordination and functional design of Off-Order-Book-On-Exchange Trade Reports, requirements analysis of Post-Trade Transparency
- Review of pricing model, creation of test cases and documentation structure including Incident Management
Project Manager for Planning and Organization
International electronics company
- Introduction of SAP procurement processes as part of an SAP template rollout
- Reporting directly to the Head of Procurement
- Planning with Planview
- Tracking of deliverables with SAP Solution Manager
- Resource planning with line managers
- Scheduling with Program Management
- Team motivation and improvement of team communication
- Weekly planning meetings with Chinese project managers
- Execution of the project according to the IBM Ascendant methodology for SAP projects
- Successful introduction of SAP processes at a Chinese subsidiary
- Team size in Germany: 11 people
Project Manager for setting up and running the Program Management Office (PgMO)
International electronics company
- Definition of the setup and coaching of project management processes within the program
- Introduction and coaching in the use of Project-Scope for subprojects, WBS, resource planning, Risk Register, and cost tracking
- Direct reporting to the IT Manager and Budget Owner
- Setup and support of Quality Reviews at program level
- Conducting Lessons Learned sessions for several subprojects
- Training and coaching subprojects in resource and schedule planning with Planview
- Program size: 7 subprojects, over 90 people
- Successful SAP implementation at two subsidiaries in China and Finland
- Collection of KPIs and metrics with Planview
Project Manager
International electronics company
- Establishment of project management processes for the entire IT department
- Definition of templates and processes for project management across the company's entire IT department
- Creation of templates: Project Charter, Scope Statement, WBS, Risk Register, Stakeholder Register, Reports, Acceptance Criteria, Cost Tracking Sheets
- Creation of a project handbook for IT
- Setup of an IT Project Management Office (PMO) with central authority for project management processes
- Sharing PM knowledge with selected project managers
- Alignment of project management with the PMI PMBoK (PMP)
- Definition of KPIs and metrics
- Training of project managers
Project Manager at program level
International electronics company
- Preliminary project for the introduction of an SAP template: estimation of resource and budget requirements for the entire program
- Formation of subprojects for planning
- Coordination of the scope of the overall plan and the individual plans
- Identification of dependencies on business processes
- Supporting subproject managers in creating the plans (WBS, Scope, effort estimation, skills, scheduling)
- Stakeholder management
- Basis for the communication plan
- Regular meetings with the IT Manager of the entire company
- Scheduling for supplier selection
- Team for estimation and planning: 18+ employees
Project Manager + IT Process Design
International electronics company
- Definition and implementation of IT processes (Demand Management / Requirements Management / project management processes)
- Analysis of strengths and weaknesses in teams and various departments
- Definition and development of processes and tools with group and department managers
- Definition of new organizational processes to improve the manageability of the departments
- Definition of a project standard and processes (requests, resource planning, scheduling)
- Definition of rolling project planning
- Interviews to identify the intended goals and problems to be solved in IT
- Setup of processes for a Demand Management department
- Weekly reporting directly to the IT Department Manager of the entire company
- Organizational change management and employee coaching
- Formulation of requirements for Planview
- Technology: Planview, Excel, MS Visio
Project Manager at program level
International electronics company
- Setup of the company's integrated web portal: e-shop, product catalog, company presentation
- Project goal: setup of a global integrated web portal consisting of 34 projects within a program
- Organization and planning of the program
- Risk management at program and project level
- Definition of the program scope and coordination of project scopes with the project managers
- Coordination of interfaces between the projects
- Resource planning for internal and external employees
- Setup of the project management infrastructure
- Project management coaching and training
- Overall team: 90+ employees, 12+ subproject managers
- Technology: IBM Websphere Content Manager (WCM), IBM Websphere Application Server (WAS), IBM Omnifind, MS Project
Trainer/Consultant
Credit Suisse
- Training employees in implementing business rules with IBM JRules
- Advising on the optimal use of business rules
- Technology: IBM JRules
Project Manager
Car Manufacturer
- Application for optimizing production forecasting
- Managing teams in China, France and Germany
- Planning, executing and monitoring the complete project: functional and technical design, implementation, integration and maintenance
- Defining the approach: iterative and agile
- Creating project plans
- Close and intensive communication with the customer, project team, development and product team
- Risk management with a risk register and qualitative and quantitative risk analysis
- Controlling the scope and handling change requests
- Technology: Java/J2EE/JavaEE, IBM Websphere Application Server (WAS), IBM ILOG Enterprise Optimization Decision Manager (ODM), IBM ILOG CPLEX, MS Project
Engagement Manager
ILOG and IBM
- Various industries and customers, longest engagement: Santander Consumer Bank
- Analyzing requirements and designing solutions for customer projects
- Conducting pre-sales projects
- Coordinating contract terms with customers and service providers
- Staffing projects
- Preparing offers of up to 2 Mio. €
- Technology: IBM ILOG Enterprise Optimization Decision Manager (ODM), IBM ILOG CPLEX, IBM ILOG JRules
Project Manager
Insurance Company
- Application for the automatic distribution of incoming tasks to case workers
- Planning and executing the project in several stages: showcase, technical proof of concept, prototypes, assessment, pilot
- Close communication with the customer
- Time and cost planning for the individual stages
- Requirements management and intensive coordination of requirements between the customer team and product team
- Staff planning for the individual stages
- Managing external and internal team members
- Technology: Java/J2EE, Oracle, COBOL / AS400, ILOG JRules
Consultant
BBank
- Training on the use of business rules with JRules in the banking sector
- Advising on various scenarios for JRules
- Technology: ILOG JRules
Project Manager and Consultant
Telecommunications
- Business Process Management application for linking services into a workflow based on J2EE / ILOG JRules
- Application transforms Petri nets in Visio format into executable workflows on the Application Server
- Planning, execution and control of the project
- Implementation of an iterative process with timeboxing
- Intensive requirements management in weekly iterations
- Cost and time planning
- Implementation of the requirements in J2EE
- Definition of the JRules Business Object Model and configuration of JRules
- Technology: Java/J2EE, JBoss, ILOG JRules, MS Visio
Consultant
O2, Allianz Global Risk, DC Bank, Hanseatic Bank, RWE, V&M Tubes
- Creation of pilots/prototypes/small applications for various projects
- Design of Java applications
- Implementation of J2EE applications (EJB, Servlets on JBOSS)
- Extension of Java Swing applications
- Definition of the JRules Business Object Model and configuration of JRules
- Technology: Java/J2EE/Swing, ILOG JRules
Consultant
German Weather Service - DWD
- Development of a new intranet with Apache HTTP, Bea Weblogic Portal and Coremedia CAP
- Technology: Apache HTTP, Bea Weblogic Portal, Coremedia CAP, Global Site Builder (GSB), Unix
Project Manager / Consultant
Deutsche Post
- Simulation applications for mail centers
- Design of C++ applications for the mail center technology area
- Control and management of the project
- Introduction of agile methods: Pair Programming, Automated Testing, Timeboxing, Build & Smoke Tests
- Component-based design with a freely configurable XML-based rules system
- Design of CORBA applications in UML
- Technology: C++, UML with Together Architect, Microsoft Visual Studio
Consultant
Bavarian Broadcasting
- Performance optimization in the “br-online.de” project through the use of ATG Application Server-specific features
- Development of JSP's, JavaBeans, Unix shell scripts, conversion with XML/XSLTJ2EE, database design and programming
- Technology: Java/J2EE, Unix, XML
Consultant
Deutsche Post
- Design and development of an archiving system for Central User Management (ZUM) based on Action Request System 4.5 and C-API
- Compliance with existing ITIL processes
- Technology: BMC Remedy Action Request, Oracle DB
ITIL Consultant
1822direkt
- Initial consulting for the implementation of ITIL
- Technology: BMC Remedy Action Request
Consultant
Deutsche Post
- Development of a web-based ticketing system based on existing ITIL processes
- Technology: Apache Tomcat, Java/J2EE, BMC Remedy Action Request
Consultant
Government, Banking, including Deutsche Bundesbank
- BundOnline 2005: Content Management
- Consulting on the development of an intranet
- Development / installation / implementation of a content management system
- Training preparation
- Technology: Government Site Builder (Materna / Coremedia), CoreMedia CAP (CMS), Tomcat/Apache, OpenLDAP, Office Integration of CoreMedia
Software Developer
DAB Bank
- Client development of a bank client-server application for managing customer data
- Technology: Java Swing/J2EE, XML
Software Developer and Subproject Manager
Transportation Sector
- Subproject management and development of a web-based order maintenance and billing system as an extranet solution for a logistics service provider
- Interface to SAP FI/CO, SMS and fax systems
- XML-based document generation
- Integration with the RSA ACE/Server authentication system
- Implementation of an interface to the CORBA-based data information system (DLH flight data system)
- Technology: Java/J2EE, Oracle DB, CORBA, Unix, BEA Weblogic
Software Developer / Diploma Thesis
Automotive Sector
- Development of a “Radiosity” light simulation, application design, C++ on Unix, GUI in Qt
- Algorithms for light distribution, reflection and shadow calculation
- Technology: Qt, Open GL, C++, Unix
Software Developer
Massive Development
- Development of real-time polygon reduction based on the Krass 3D engine in C++
- Technology: C++, Microsoft Visual Studio
Software Developer / Internship
Fraunhofer Institut
- Development of fast 3D collision detection in real time and an algorithm for creating 3D objects
- Technology: C++, Unix, Open GL Optimizer
Java Tutor & Software Developer
Tele-Akademie
- Various projects: development of Java applications and Java tutor for seminar participants
Software Developer / Internship
Verlag Sector
- Development of Java GUI, database design, database programming
- Technology: Java, MS Access DB, VB
Industry experience
See where this freelancer has spent most of their professional time.
Experienced in Banking and Finance, Manufacturing, Insurance, Telecommunication, Automotive, and Transportation.
Business area experience
See which departments and functions this freelancer has contributed to most.
Experienced in Information Technology, Project Management, Quality Assurance, Sales, Product Development, and Procurement.
Summary
Overall, more than 23 years of experience in IT/Business
In customer projects, achieving the project goal is important to me. I am motivated by the convincing quality of the implemented products / software. As a project manager, my daily work is strongly shaped by prioritization and balancing requirements, time, budget, and quality.
Skills
Project Management 12 Years+, Among Others
Establishment Of Pmo For It Department (2012-2013)
Project Manager At Program Level: 12 Sub-Project Managers (Core Team), Extended Team Of 90+ Employees
Establishment Of Project Management And Demand Management Processes For 100 Employees
International Projects With Teams In China, France, And Usa
Pmi Pmp - Definition Of Processes And Structures In The Project
Creation And Application Of Templates
Project Charter
Project Scope Statement
Stakeholder-List / Communication-Plan: Coordination Between Different Groups In The Company, Reporting To Company Management And Steering Committee, Selection Of The Right Communication Channels (E.G. Personal Discussions, Regular Meetings, Workshops, Wikis …)
Workbreakdown-Structure (Wbs) / Gantt Charts / Schedule
Risk-Register
Project Reports
Risk Management: Risk Analysis / Risk Response Planning
Project Controlling: Scope, Efforts, And Costs
Procurement (Supplier) Management
Time Management / Resource Management
Lessons Learned-Workshop (Feedback)
Agile Methods In Projects And Organizations, 7 Years+
Introduction / Training In Agile Methods
Establishment Of Agile Teams
Introduction And Application Of Scrum
Training Of Scrum Masters / Product Owners / Scrum Teams
Application Of Scaled Agile Framework®: Pi-Planning, Art Sync, Po Sync, Scrum Of Scrum
Application And Training Of Ing One Agile Way Of Working (Wow)
Application Of Quarterly Business Review (Qbr)
Application And Introduction Of Kanban
Integration Management In The Safe Environment
Continuous Improvement Through Retrospectives (Feedback) In Every Sprint And Implementation Of Changes
Establishment Of Cross-Functional Teams
4 Years+ Experience From Agile Projects In 2017-2018 At Ing-Diba, 2007-2009 At An Automotive Manufacturer, 2004 At Deutsche Post It, 2019 Safe In A Telecommunications Project
Artificial Intelligence (Ai) / Chatbot / Natural Language Processing, Language Models, 3 Years
Project Manager And Integration Management In Various Areas
Planning / Requirements Management
Coordination, Analysis Of Problems In Customer Data And Prompts, Development Of Proposed Solutions, Test Execution, Training Of Simple Language Models
Analysis Of Prompts To Optimize The Language Model
Concepts For Improving Entity Recognition In Prompts
Total Size Of The Entire Program: 300+ People In Germany And France
Integration Of Microsoft Language Model Infrastructure And Scaling Via Microsoft Azure
For Further Details, See Projects From 01/2019 To 02/2022 + 01/2025 To 04/2025
Installation / Use Of Local Runtime Environments For Open-Source Language Models (Llm - Large Language Model) With Rag (Retrieval Augmented Generation)
Installation / Use Of Local Open-Source Ai Image Generators
Business Analyst For Mifid Ii
Regulatory Texts Mifid I / Mifid Ii / Mifir / Rts 1 / Rts 2
Off-Book On-Exchange Trade Reporting According To Mifid Ii (Specification)
Trade Report Deferral (Specification - Also Possible With Business Rules)
Requirements Analysis For Pre- And Post-Trade Transparency For Various Exchanges: BöRse Berlin, Tradegate, BöRse Hamburg-Hannover, BöRse DüSseldorf, BöRse MüNchen, BöRse Wien, Eurex, Xetra
Review Of Requirements For Trade Reporting / Approved Publication Arrangement (Apa)
Review Of Requirements For Transaction Reporting / Approved Reporting Mechanism (Arm)
Additional Areas Of Focus
Project Manager For Java/J2ee/Javaee
Project Manager For Business Rules (Ibm Ilog Jrules / Ibm Operational Decision Manager)
Project Manager For Ibm Optimization Decision Manager
Project Manager For Ibm Baw (Bpm)
Other Information
Projects With Direct Responsibility For The Budget: Up To 2 Mio€
Budget And Resource Management For Projects > 8 Mio€
Change Management (Organizational)
International Project Teams (China, France, Usa)
Technical Experience As An It Consultant: Ibm Ilog Jrules/Odm, J2ee / Java Programming 1997 - 2006, Programming On C64 (Basic&Assembler) And Pc (Basic & Turbo Pascal) During School
Industries: Banking, Automotive, Logistics, Telecommunications, Electronics, Airline, Public Authorities
Methodology: Project Management According To Pmi Pmp Pmbok, Organizational Change Management, Demand Management, Project Management Office (Pmo), Program Management Office (Pgmo), Scrum, Agile Methods, Scaled Agile Framework, Pair Programming, Automated Testing, Coaching, Training, Itil
Technologies Used In Projects:
Microsoft Luis Nlu
Soundhound Houndify Nlu
Lm Studio
Ollama
Llama.Cpp
Comfyui
Rest-Clients: Postman, Insomnia Core, Curl
Powershell
Logscale (Humio) Queries And Dashboard
Ms Visio, Lynx, Openoffice
Windows 95/200/Xp/Vista/7/8/10/11, Linux, Hp-Ux, Unix, Sun Solaris, Irix
Ms Project, Planview, Primavera, Jira
Intellij Idea, Eclipse, Cvs, Svn, Ms Visual Studio
Oracle Db, Db2, Sql, Ms Access
Pyhton
Java/Javaee/J2ee, C/C++, Assembler, Turbo Pascal, Basic, Visual Basic, Fortran
Java Swing, Qt, Xml, Sax Parser, Dom Parser, Xslt, Sap Idoc, Open Ldap, Corba, Rsa Securid
Sap Sap Ecc 6.0, Sap Solution Manager, Ibm Websphere Application Server (Was), Apache Http, Apache Tomcat, Atg Dynamo, Coremedia Cap (Cms), Jboss, Bea Weblogic Server, Ibm Quickr, Government Site Builder (Gsb), Bmc Remedy Action Request, Ibm Ilog Enterprise Optimization Decision Manager (Odm), Ibm Ilog Jrules
Open Gl, Open Gl Optmizer, Krass 3d Engine
Uml, Together Architect
Atlassian Jira And Confluence
Microsoft Office: Word, Powerpoint, Outlook, Excel, Sharepoint
Languages
Education
Hochschule Furtwangen
Diplom-Informatiker · Computer Science · Furtwangen, Germany
Certifications & licenses
Machine Learning by Stanford University and Andrew Ng / Coursera
Statistics
Experience
Global experience
Expertise
Qualifications
Profile
Frequently asked questions
Have questions? Find more information here.
Minh is based in Bad Vilbel, Germany.
Minh speaks the following languages: German (Advanced), English (Advanced).
Minh has at least 26 years of experience. During this time, Minh has worked in at least 23 different roles and for 24 different companies. The average length of individual experience is 1 year and 9 months. Note that Minh may not have shared all experience and actually has more experience.
Based on recent experience, Minh would be well-suited for roles such as: Project Manager / Business Analyst / Application Manager, Business Analyst, Integration Manager / Project Manager / Analyst.
Minh's most recent position is Project Manager / Business Analyst / Application Manager at Finance and Insurance.
In recent years, Minh has worked for Finance and Insurance, Finance, and Telecommunications.
Minh is most experienced in industries like Banking and Finance, Manufacturing, and Insurance. Minh also has some experience in Telecommunication, Automotive, and Transportation.
Minh is most experienced in business areas like Information Technology, Project Management, and Quality Assurance. Minh also has some experience in Sales, Product Development, and Procurement.
Minh has recently worked in industries like Banking and Finance, Insurance, and Telecommunication.
Minh has recently worked in business areas like Information Technology, Quality Assurance, and Project Management.
Minh attended Hochschule Furtwangen for Computer Science.
Minh has 5 certificates. Among them, these include: Project Management Professional Certification (PMP), ITIL® Foundation Certificate in IT Service Management (GR750199863MD), and Machine Learning by Stanford University and Andrew Ng / Coursera.
Minh is immediately available full-time for suitable projects.
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Calculated based on our freelancers’ daily rates as of 20 Oct 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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