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448 results
Permanent

Job VacancySenior Data Engineer

CGI
Published on

United Kingdom
Drive measurable change by shaping and delivering large-scale data products and platforms using Palantir Foundry and cloud-native tooling. In this role you'll engineer scalable pipelines, transform complex datasets into operational decision-making assets, and partner with clients to unlock efficiency and insight across critical programmes. You'll join multi-disciplinary teams where pragmatic ownership, creative solutioning and strong technical craft translate directly into business outcomes—building reusable patterns, improving observability and accelerating client roadmaps for modern data adoption. CGI was recognised in the Sunday Times Best Places to Work List 2025 and has been named a UK 'Best Employer' by the Financial Times. We offer a competitive salary, excellent pension, private healthcare, plus a share scheme (3.5% + 3.5% matching) which makes you a CGI Partner not just an employee. We are committed to inclusivity, building a genuinely diverse community of tech talent and inspiring everyone to pursue careers in our sector, including our Armed Forces, and are proud to hold a Gold Award in recognition of our support of the Armed Forces Corporate Covenant. Join us and you'll be part of an open, friendly community of experts. We'll train and support you in taking your career wherever you want it to go. Due to the secure nature of the programme, you will need to hold UK Security Clearance or be eligible to go through this clearance. This is a hybrid position.
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Apprenticeship

Apprenticeship offerData Analyst Trainee

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Published on
Microsoft Excel
Python
SQL

London, England, United Kingdom

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Contractor
Fixed term

Job VacancyPEGA Senior System Architect - Remote

LA International Computer Consultants Ltd
Published on

3 months
£250-350
SW1A 2AH, City of Westminster, England, United Kingdom
PEGA Senior System Architect Our client is looking for a PEGA system architect who is a Certified PEGA Senior System Architect. You will have more than 3 years experience. Responsibilities: - Developing and implementing Pega applications based on business requirements - Performing functional testing of Pega applications to validate end-to-end requirements (willingness to perform functional testing if needed) - Debugging Pega applications using Pega OOTB debugging tools (knowledge of tracer, Pega logs, etc.) - Participating in design discussions with the Pega lead, unit testing, and integration testing to ensure high-quality deliverables - Documenting configurations and test cases following best practices The role is based remotely and the contract is a rolling 3 month contract inside IR35. LA International is an award-winning partner of choice for many of the world's most influential companies and government organisations. Holding Enhanced Government Security Accreditation, we are recognised as the European market leader in the delivery of Security Cleared talent to organisations that demand the very highest levels of security, compliance and assurance. A multiple award-winning organisation, having secured the prestigious Queens Award for Enterprise: International Trade over consecutive years. We are committed to fostering an inclusive, equitable and accessible workplace where everyone feels valued and supported. We welcome applications from all individuals, regardless of background or identity, and we encourage candidates who may not meet every listed requirement to still apply. If you require any adjustments or support during the recruitment process, please let us know and we will work with you to ensure a fair and accessible experience. Please Note: If a high volume of applications is received, only candidates shortlisted will be contacted.
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Permanent

Job VacancyInfrastructure Architect

Nexus Jobs Limited
Published on

£55k-65k
London, England, United Kingdom
Infrastructure Solutions Architect The primary role of the IT Infrastructure Solutions Architect, is to ensure all IT Infrastructure applications architecture and design, systems and software Integration, functional requirements gathering, whether from inception or enhancements, are delivered on-time, aligned to industry standards, redundant and simplified by design, as well as being delivered cost effectively, whilst ensuring project delivery meets architectural objectives. Responsible for providing hands-on design and technical leadership to the global IT and business related teams, with a solid technology background, experience in capability and data models, domain driven design for application strategy, across all phases of the software development lifecycle. Additional responsibilities include ensuring IT Infrastructure and application design are secure, reliable, and regularly reviewed. This role will also develop and enhance relationship management with key service partners, independent contractors, vendors, and suppliers. Key Responsibilities/Tasks: Lead the architecture design, and delivery towards consolidation of O365 amongst operating companies globally. Lead the architecture and design towards implementation of a robust, cost-effective disaster recovery solution for all key business applications globally. Ownership of the workflow design between core system applications and functions. Ownership of end architecture target designs with viable interim states. Ownership of data integration complexity, with an aim of simplification. Ownership of architectural and operational design and roadmap. Ensure solutions are secure by design, with minimum customisation (as needed). Support and train technical / business leads across functions, using agile decision making. Responsible for ensuring the correct technical solutions and products are chosen. Responsible for documenting the technology landscape, interfaces, and data flows. Responsible for ensuring new and modified services, occur in a planned, controlled, and timely manner, with emphasis on design and implementation concepts. Provide monthly reporting dashboard, on network security, IoT consumption, endpoint and server security, application security, including SLA and key KPI counters to the director of IT and associated stakeholders. Develop and maintain a comprehensive understanding of IT transformation related projects and programs, to ensure application of appropriate governance processes are aligned. Maintain and up to date solution architecture diagrams / workflows and documentation for all key IT programmes, projects and ongoing BAU activities. Provide timely reports to management and key stakeholders on projects progress, and risks to delivery including non-compliance issues. Collaborate with the director of IT, ensuring IT security policies & practices are adhered to within all regions and groups. Skills/Competencies Required: Microsoft / AWS architecture (recent experience) Agile methodology / delivery Experience with interacting with business and technology leaders. Experience designing physical data models (relational SQL desirable) Experience rolling our mid-large platforms from inception to production. SQL, Java, Oracle, Kubernetes exposure. Hardware and software virtualisation techniques Excellent written and verbal communication skills Prior experience in a complex IT infrastructure environment Excellent analytical abilities and innovative problem-solving skills. Excellent interpersonal skills and strong abilities to develop and enhance relationships with clients and peers. The Client is based in Central London. This is a hybrid role – 3 days per week in the office. The salary for this position circa £55K - £65K. Please do send your CV to us in Word format along with your salary and notice period.
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Permanent

Job VacancyPower BI Developer & Data Modeller

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Published on
CI/CD
Data modelling
Databricks

London, England, United Kingdom

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Contractor
Fixed term

Job VacancyPEGA Senior System Architect - Remote

LA International Computer Consultants Ltd
Published on

3 months
£250-350
SW1A 2AH, City of Westminster, England, United Kingdom
PEGA Senior System Architect Our client is looking for a PEGA system architect who is a Certified PEGA Senior System Architect. You will have more than 3 years experience. Responsibilities: - Developing and implementing Pega applications based on business requirements - Performing functional testing of Pega applications to validate end-to-end requirements (willingness to perform functional testing if needed) - Debugging Pega applications using Pega OOTB debugging tools (knowledge of tracer, Pega logs, etc.) - Participating in design discussions with the Pega lead, unit testing, and integration testing to ensure high-quality deliverables - Documenting configurations and test cases following best practices The role is based remotely and the contract is a rolling 3 month contract inside IR35. LA International is an award-winning partner of choice for many of the world's most influential companies and government organisations. Holding Enhanced Government Security Accreditation, we are recognised as the European market leader in the delivery of Security Cleared talent to organisations that demand the very highest levels of security, compliance and assurance. A multiple award-winning organisation, having secured the prestigious Queens Award for Enterprise: International Trade over consecutive years. We are committed to fostering an inclusive, equitable and accessible workplace where everyone feels valued and supported. We welcome applications from all individuals, regardless of background or identity, and we encourage candidates who may not meet every listed requirement to still apply. If you require any adjustments or support during the recruitment process, please let us know and we will work with you to ensure a fair and accessible experience. Please Note: If a high volume of applications is received, only candidates shortlisted will be contacted.
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Permanent

Job VacancySAP BODS Data Migration

█ █ █ ██ █ █
Published on

London, England, United Kingdom

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Apprenticeship

Apprenticeship offerData Governance Manager

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Published on
Collibra
Data management
Informatica

SN5 6PS, Swindon, England, United Kingdom

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Permanent

Job VacancyData Engineer

Bluetown
Published on

£65k-70k
Wallasey, England, United Kingdom
Job Title: Data Engineer Location: Liverpool, UK Salary: £65,000 - £70,000 per annum, depending on experience Job Type: Permanent, Full Time Working Hours: 37.5 hours per week, Monday to Friday, 9am to 5:30pm We are seeking a talented and experienced Data Engineer to join our innovative and collaborative Database and AI Team. In this role, you will play a key part in shaping our data strategy and driving business success. Your skills will contribute directly to our forward-thinking initiatives. At Acorn we value and prioritise innovation, teamwork, and continuous development. Key part of this role is to support our strategic data goals, ensuring system resilience and performance, and building secure, scalable database architectures. What you will be doing: Design and implement robust data ingestion pipelines for unstructured data using modern data engineering tools and frameworks. Develop and maintain scalable storage solutions (e.g., data lakes, NoSQL databases) optimized for unstructured data. Collaborate with data scientists, analysts, and software engineers to ensure data availability, quality, and usability. Apply data parsing, extraction, and transformation techniques (e.g., NLP, OCR, image/audio processing). Implement data governance, metadata management, and data cataloging for unstructured data assets. Monitor and optimize data workflows for performance, reliability, and cost-efficiency. Ensure compliance with data privacy and security standards. Share knowledge and mentor team members Stay ahead of the curve with the latest database technologies Experience of real time cloud streaming solutions What we are looking for: Essential Skills: Experience dealing with unstructured data including voice, chat, image Proven ability to manage secure, high-performance database environments Excellent communication and cross-functional collaboration skills A passion for continuous learning and innovation Desirable skill: Databricks Azure Fabric Confluent/Apache Flink Knowledge Grow with Acorn At Acorn Insurance, we're proud of our Liverpool roots - and even prouder of how far we've come. As part of the Acorn Group, we bring over 40 years of specialist insurance expertise to the table. From humble beginnings, we've grown into a national leader, now employing 1,700+ people across the UK and reached a milestone £750 million in total value of insurance policies written in 2024. We're growing fast, with new opportunities emerging every week. That growth is largely due to the values we share: We run through walls for our customers and each other We challenge the status quo We succeed when we help those around us succeed We decide quickly when the smart thing to do is use our judgement Benefits: A maximum of 35 days' holiday (including bank holidays) with additional buy/sell options 24/7 mental health support & free counselling available Grow with us: Through career fairs, leadership programs, and learning on the go! Flexible benefits, including early access to salary via our internal platform Hybrid working options to support work-life balance and individual needs Recognition awards, social events & more Our Commitment to our colleague's: These aren't just words - they're the principles we live by. And we're proud to back them up with real action, earning recognition and accreditation from leading organisations that share our commitment to people and growth: Mindful Employer - championing mental health and wellbeing Disability Confident Level 1 & 2 - creating accessible, inclusive opportunities Menopause Friendly accredited - supporting every stage of life Armed Forces Covenant signatory - honouring those who serve Great Places to Work 2024/25 - fostering an engaging and positive workplace culture Best Place to Work for Development - proud to be investing in people's future Best Place to Work for Women - breaking down barriers to women's career progression A Few Things to Know Before You Apply: If your application is successful, we will commence relevant employment checks prior to you commencing employment with us. These will include a standard criminal record check and an insolvency register check. Visa Requirements: Because our training is quite comprehensive, we can only consider applicants who have at least one year remaining on their Graduate or Post-Study Work visa. At the moment, we're not able to offer visa sponsorship. We're Here to Support You: We're committed to creating an inclusive, supportive workplace where everyone can flourish. If you need any adjustments during the recruitment process-or once you're part of the team-just let us know. Whether it's flexible hours, adapted equipment, or a bit of extra support, we'll work with you to make sure you can do your best work. Please click the APPLY button to submit your CV for this role. Candidates with experience or relevant job titles of; Cloud Data Engineer, Data Platform Engineer, Data Analytics Engineer, Data Solution Architect, Database Architect, Infrastructure Engineer may also be considered for this role.
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Fixed term

Job VacancyData Analyst

LA International Computer Consultants Ltd
Published on

7 months
SW1A 2AH, City of Westminster, England, United Kingdom
Job title: Data Analyst Location: London - Hybrid Contract: 6 months, with possibility of extension Clearance: SC Cleared or eligible to obtain SC clearance We are currently recruiting for an experienced Data Analyst to support a major programme based in London. The successful candidate will work with complex datasets to support analysis, reporting and data-driven decision-making. The role requires strong SQL capability alongside practical experience working with POLE data. Key Responsibilities * Analyse large and complex datasets to identify trends, patterns and actionable insights. * Write, optimise and maintain complex SQL queries. * Work with POLEv2 data structures and associated data models. * Support data mapping, transformation and validation activities. * Extract, cleanse and manipulate data from multiple sources. * Investigate data quality issues and support remediation activities. * Produce accurate analysis and reporting to support programme and business requirements. * Work closely with technical teams, data engineers, architects and business stakeholders. * Translate business requirements into clear analytical outputs. * Validate datasets and ensure data is complete, consistent and reliable. * Support the development and maintenance of reporting and analytical solutions. * Document data definitions, mappings, processes and analytical outputs. * Contribute to continuous improvement of data quality, reporting and analytical processes. Essential Skills & Experience Candidates should have strong commercial experience in: * SQL - strong hands-on experience writing and analysing complex queries. * POLEv2 - practical experience working with POLEv2 data, data structures or data mapping. * Data analysis and interpretation. * Data cleansing, validation and quality assurance. * Working with large and complex datasets. * Data mapping and transformation. * Identifying and resolving data-quality issues. * Producing clear analytical outputs and reports. * Translating business requirements into data and reporting requirements. * Strong attention to detail and analytical problem-solving skills. * Working collaboratively with technical and non-technical stakeholders. Desirable Experience Experience in any of the following would be beneficial: * Data modelling. * ETL or data transformation processes. * Reporting and visualisation tools. * Cloud-based data platforms. * Python or other analytical programming languages. * Working within large-scale enterprise or public-sector programmes. * Experience handling sensitive or security-classified data environments. Due to the nature and urgency of this post, candidates holding or who have held high level security clearance in the past are most welcome to apply. Please note successful applicants will be required to be security cleared prior to appointment which can take a minimum 10 weeks. LA International is an award-winning partner of choice for many of the world's most influential companies and government organisations. Holding Enhanced Government Security Accreditation, we are recognised as the European market leader in the delivery of Security Cleared talent to organisations that demand the very highest levels of security, compliance and assurance. An award-winning organisation, having secured the prestigious Queens Award for Enterprise: International Trade over multiple years. We are committed to fostering an inclusive, equitable and accessible workplace where everyone feels valued and supported. We welcome applications from all individuals, regardless of background or identity, and we encourage candidates who may not meet every listed requirement to still apply. If you require any adjustments or support during the recruitment process, please let us know and we will work with you to ensure a fair and accessible experience. Please Note: If a high volume of applications is received, only candidates shortlisted will be contacted.
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Permanent

Job VacancyData Test Analyst

█ █ █ ██ █ █
Published on
CI/CD
JIRA
Python

Telford, England, United Kingdom

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Permanent

Job VacancyData Engineer with SSIS and SSAS

Nexus Jobs Limited
Published on

£55k-70k
London, England, United Kingdom
Database Engineer with SQL Server and SSIS Our Client is a bank based in Central London who are looking to recruit a Database Engineer with the ability to work with SSIS. You must have solid expertise of at least 5 years experience of working with MS SQL Server and SSIS – SSIS is very important for this position. Responsible for the development and delivery of new systems to automate and streamline processes required by different departments. To support the internal IT department with changes and upgrades to software platforms. To be primary contact for all technical questions relating to in-house bespoke systems and interfacing. Database Support Supporting budgeting and financial planning processes for Finance department, including loading and refreshing of data based on requirements. Understand and conduct the front-end functionality to amend and change hierarchical structures within the environment. Debug and analyse errors and anomalies within Hyperion system as raised by Finance and to pinpoint areas of failure and correct any issues. Liaise with Finance on a daily basis to ensure smooth running of the Hyperion environment. Build data flows within the SQL environment in SSIS packages. Risk & Regulatory Duties Maintain knowledge of all applicable regulatory requirements including the Bank's Risk and Compliance policies and procedures and adhere to these to avoid exposing the Bank to undue risk. Report policy/procedure breaches and areas of potential non-compliance and suspicions promptly upon identification in accordance with the Bank's Risk and Compliance policies. Accurately execute all controls within own area to minimise risk of policy, procedure, and/or regulatory breaches. Identify new risks/control gaps within own area and escalate accordingly to your Line Manager and/or Head of Department. Qualifications/Experience Degree level qualified or equivalent. SQL Programming. Knowledge and Skills Software analysis and design. SQL query language. Data warehouse design concepts, (Inmon or Kimball) Must have solid experience of working with SSIS and building data warehouses and some knowledge of reporting using SSRS. The Client is a Bank based in the Central London. This is a 12 month FTC position with a salary of circa £55K - £70K. You will be required to be in the office at least 3 days week. Do send your CV to us in Word format along with your salary and availability.
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Permanent

Job VacancyPower Electronics Researcher - AI & Machine Learning

Rise Technical Recruitment Ltd
Published on

£45k-62k
Metropolitan Borough of Solihull, United Kingdom
Power Electronics Researcher - AI & Machine Learning £45,000-£62,000 + Healthcare + Progression + Sponsorship + 33 Days Holiday + Life Insurance + Excellent Company Benefits Are you a Power Electronics Researcher looking to apply your research into AI and machine learning to the design and optimisation of next-generation power electronic systems? This is an exciting opportunity to join an innovative engineering environment working at the intersection of power electronics, artificial intelligence and advanced system design. You will contribute to research and development projects focused on improving the design, simulation and optimisation of power electronic converter technologies, with applications across sectors including electric vehicles, rail and renewable energy. The role would suit a final-year PhD student, recent PhD graduate, Postdoctoral Researcher or Research Fellow with relevant experience in power electronics with experience using AI in their work. You will work closely with experienced engineers and researchers, helping to translate academic research into practical engineering applications. The ideal candidate will have a strong research background in power electronics, alongside experience using AI, machine learning or data-driven techniques within their research. This could include developing their own models, algorithms or tools to support power electronics design, rather than simply using AI tools such as ChatGPT as part of their research. The Role: Research and develop AI/ML approaches for power electronics applications Design, model and simulate power electronic converter systems Investigate the use of AI and machine learning to optimise converter design and performance Develop models, algorithms or tools to support the power electronics design process Research emerging technologies and contribute to technical reports and research outputs Support the transition of research concepts into practical engineering applications The Person: Degree or PhD in Power Electronics, Electrical Engineering or a related field Strong research background in power electronics and converter technologies Experience with AC/DC, DC/DC or DC/AC converter systems Research experience involving AI, machine learning, data-driven modelling or optimisation Experience with simulation tools such as MATLAB, PLECS or Ansys Final-year PhD candidates, recent PhD graduates, Postdoctoral Researchers and Research Fellows are encouraged to apply Reference Number:BBBH280446 Rise Technical Recruitment Ltd acts an employment agency for permanent roles and an employment business for temporary roles. The salary advertised is the bracket available for this position. The actual salary paid will be dependent on your level of experience, qualifications and skill set and will be decided by our client, the employer. Rise are not responsible or liable for any hiring decisions made by the end client. We are an equal opportunities company and welcome applications from all suitable candidates.
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Fixed term

Job VacancyAI Automation Tester

LA International Computer Consultants Ltd
Published on

7 months
SW1A 2AH, City of Westminster, England, United Kingdom
Job Title: AI Automation Tester Location: London (Hybrid, Minimum 2 Days Onsite per Week) Contract Length: 12 Months IR35 Status: Inside IR35 Rate: Negotiable We are currently recruiting for multiple AI Automation Tester positions to support a major client programme. This is an exciting opportunity to join a high-profile AI initiative, helping to ensure the quality, reliability, and performance of cutting-edge AI-powered solutions. Working as part of a collaborative delivery team, you will be responsible for designing and executing automated testing across the AI solution landscape, covering both traditional software testing and AI-specific validation activities. The Role As an AI Automation Tester, you will play a key role in validating AI-driven applications and services, ensuring they meet functional, performance, integration, and quality standards. You will be responsible for building and maintaining automated testing frameworks while evaluating AI responses and behaviours to ensure consistent and reliable outcomes. You will work closely with developers, architects, and business stakeholders to support the successful delivery of enterprise-scale AI solutions. Key Skills & Experience Test Automation | API Testing | Functional Testing | Integration Testing | Regression Testing | Performance Testing | AI Response Evaluation | Test Data Management | Continuous Testing Key Responsibilities * Design, develop, and execute automated test strategies for AI-powered applications. * Perform functional, integration, regression, and performance testing. * Validate AI-generated responses, outputs, and behaviours against defined requirements. * Develop and maintain automated testing frameworks and test suites. * Support API testing and integration validation across complex systems. * Manage test data and ensure effective test coverage across the solution lifecycle. * Collaborate with development teams to identify, troubleshoot, and resolve defects. * Contribute to continuous testing practices within an agile delivery environment. What We're Looking For * Proven experience in test automation and software quality assurance. * Strong understanding of API testing methodologies and tools. * Experience executing functional, integration, regression, and performance testing. * Familiarity with AI, machine learning, or generative AI solutions. * Experience evaluating AI responses and validating AI-driven functionality. * Strong analytical and problem-solving skills. * Ability to work effectively within multidisciplinary agile teams. Why Apply? * Join a major AI transformation programme. * Work with cutting-edge AI technologies and solutions. * Collaborate with experienced technical and delivery teams. * Long-term contract opportunity. * Hybrid working arrangement with a minimum of two days onsite in London. If you are an experienced AI Automation Tester and would like to learn more about this opportunity, I'd be delighted to arrange a brief call to discuss the role in more detail. LA International is an award-winning partner of choice for many of the world's most influential companies and government organisations. Holding Enhanced Government Security Accreditation, we are recognised as the European market leader in the delivery of Security Cleared talent to organisations that demand the very highest levels of security, compliance and assurance. A multiple award-winning organisation, having secured the prestigious Queens Award for Enterprise: International Trade over consecutive years. We are committed to fostering an inclusive, equitable and accessible workplace where everyone feels valued and supported. We welcome applications from all individuals, regardless of background or identity, and we encourage candidates who may not meet every listed requirement to still apply. If you require any adjustments or support during the recruitment process, please let us know and we will work with you to ensure a fair and accessible experience. Please Note: If a high volume of applications is received, only candidates shortlisted will be contacted.
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Permanent

Job VacancyLead Data Engineer

█ █ █ ██ █ █
Published on
Apache Airflow
BigQuery
CI/CD

Sheffield, England, United Kingdom

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Permanent

Job VacancyData Analyst

Nexus Jobs Limited
Published on

£40k-45k
Holborn, England, United Kingdom
Data Analyst - Holborn London Our Client is looking to recruit a Data Analyst with at least 5 years proven experience. As a Data Analyst you will ensure that all data is processed and quality assured so that it can be analysed through appropriate systems with a view to the production of reports that can assist the Client services and other stakeholders make effective decisions and support the assessment of indicators and other business intelligence processes.. Key responsibilities: Day to day implementation and overview of the business's data strategy to ensure that organisational data is systematised with a view to optimising business intelligence and decision-making. Clear knowledge of all the data sources within the organisation, including the CRM and other information systems, and ability to work on those sources either individually, together or identify new sources that can inform effective operation. Knowledge of all relevant procedures to ensure that optimal data is used, including the cleaning, analysis and processing of data. Putting in place effective and robust systems of quality to ensure the highest integrity of data. Working with the IT department on data analysis, including developing key formulas, working with APIs and data mining, particularly through appropriate relational and other data bases, with a view to extracting the information that is needed for the growth of the organisation. Enabling the effective and accurate production of all reports, visuals, dashboards and other outputs to allow different parts of the organisation to make better individual and collective decisions. Facilitating the transformation of data to information and knowledge, and helping the different parts of the organisation to share such information and knowledge so as to maximise collaboration and the aims of the organisation. Supporting business intelligence so that the decisions are underpinned by key, effective and relevant data. Enabling the organisation to measure key performance and other indicators and score carding, and contributing to the development of metric and indicator-based systems that allow for integration and a system of continuous improvement. Collaborating with all departments including the IT department, education and training, marketing and policy and research on data usage. Minimising all data risks, security breaches, financial and other risks and working with relevant services to ensure that data is handled in a way that is compliant with relevant legislation and other frameworks. Furthering a data culture that enables the organisation to meet the needs of its stakeholders, both nationally and internationally, including its members. The following skills are Essential: Relevant higher education qualification in data analysis, including programming languages such as Python and SQL. Substantial experience working in data analysis within an organisational setting. Excellent problem solving, analytical and business intelligence skills, especially working with large datasets. Excellent written and verbal communication skills in the English language. Ability to manage multiple projects adhering to logistics, timescales and deadlines. IT literate and experience of using MS Dynamics and Office (including Word, Excel and Outlook). Experience of using visualisation tools such as PowerBI. The Client is based in Holborn London. The salary for this role will be in the range £40K - £45K. Do send your CV to us in Word format and include your salary availability.
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