Job description A Day in Your Life at MKS: As an Application Developer, Data Analytics at MKS MSD, you will collaborate closely with the Data Analytics team to support ELN, Spotfire, and related initiatives. Reporting to the Data Analytics Team Manager, you will apply various methods and strategies to assist multiple departments across the organization. This role involves working alongside your immediate team, the team manager, RD manager, and other cross-functional groups. Open, clear communication with both the team and RD managers is essential. You ll be encouraged to take initiative, propose your own ideas, and develop effective approaches to successfully carry out your responsibilities. You Will Make an Impact By: Leading the development and implementation of advanced data analytics techniques, with a strong emphasis on Cheminformatics applications. Acting as the super administrator for Electronic Laboratory Notebooks (ELNs) and data visualization platforms, ensuring their effective configuration, maintenance, and optimization. Collaborating with stakeholders to gather business requirements and translating them into impactful data analytics solutions. Partnering with cross-functional teams to seamlessly integrate data analytics capabilities into existing systems and workflows. Staying current with emerging trends and innovations in Cheminformatics, Data Science, and related fields, and advising on their strategic application within the organization. Promoting a culture of continuous improvement and innovation by encouraging the adoption of new tools and methodologies to advance analytics performance. Ensuring all data analytics initiatives adhere to data privacy and security standards Contributing original ideas and strategic approaches to enhance project outcomes. Maintaining clear, consistent communication with stakeholders regarding task progress and deliverables. Demonstrating initiative and self-motivation in upholding work culture and achieving goals. Engaging actively in team-building efforts to support a collaborative and positive work environment. Respecting and protecting the confidentiality of all departmental and project-related information. Skills You Bring: B.E/B.Tech/M.Sc in Computer Science, Data Science, Statistics, Chemical Sciences, or a closely related discipline. At least 3 years of relevant professional experience in data analytics or a related technical field. Hands-on experience with Revvity Signals ELN and TIBCO Spotfire , including administration and customization will be an advantage. Expertise in customizing ELN templates, scripts, and workflows to align with both research and regulatory requirements. Proficiency in diagnosing and resolving ELN-related technical issues, providing timely support and troubleshooting. Experience collaborating with scientists, research teams, and IT departments to gather and translate technical and functional requirements. Ability to deliver user training and ongoing support for research and laboratory staff. Advanced knowledge of Cheminformatics and Data Science techniques, tools, and best practices. Proven leadership skills and the ability to foster strong, collaborative teams. Strong stakeholder management capabilities with the ability to clearly communicate complex technical ideas to non-technical audiences. Competence in task prioritization, project planning, and defining clear next steps. Excellent communication, interpersonal, and teamwork skills. A self-starter mindset with creative problem-solving abilities, a strong sense of ownership, and a drive for continuous improvement. Preferred Skills: (Optional) Familiarity with data visualization tools such as Power BI or Tableau. Hands-on experience with at least one programming language, preferably C++ or Python. Basic understanding of system architectures and data flow diagrams. Exposure to automation control systems and robotics applications. Knowledge of digital transformation concepts and their implementation in research or technical environments. MKS is committed to working with and providing reasona

Job description Candidates for this position are preferred to be based in Bangalore, India and will be expected to comply with their teams hybrid work schedule requirements. We are looking for a passionate Backend Software Engineer to join the Fulfillment Optimization team. This team builds the platforms that determine how customer orders are fulfilled, optimizing for Wayfair profitability and customer delight. A big part of our work revolves around enhancing and scaling customer-facing platforms that provide fulfillment information on our websites, starting at the top of the customer funnel on the search pages all the way through orders being delivered. Throughout this customer journey, we are responsible for maintaining an accurate representation of our dynamic supply chain, determining how different products will fit into boxes, predicting how these boxes will flow through warehouses and trucks, and ultimately surfacing the information our customers need to inform their decision and the details our suppliers and carriers require to successfully execute on the promises made to our customers. We do all of this in milliseconds, thousands of times per second. What Youll Do: Take complex engineering problems, design appropriate solutions and deliver on them. Work on a variety of technologies - from system implementations, to software and tools built in house, to application systems delivering acceleration as a service. Implement robust, well-tested services. Provide technical design and code reviews for peers within your team. Provide insights into opportunity areas for the platform, influencing priorities and team roadmaps in close partnership with Engineering and Product leadership. What you ll Need: 3+ years of experience in software engineering and designing systems at scale. Experience in development of new applications using technologies such as Java, Python andSQL Experience with Cloud Native architecture in one of the big 3 providers (GCP, Azure, AWS). Experience with Continuous Integration (CI/CD) practices and tools (Buildkite, Jenkins, etc.). Experience leveraging monitoring and logging technologies (e.g. DataDog, Elasticsearch,etc.). Track-record of being a hands-on developer efficiently building technically sound systems. Strong verbal and written communication skills. Ability to work effectively with engineers, product managers, and business stakeholders alike. Proficient in effective troubleshooting and issue resolution techniques. . Role: Software Development - Other Industry Type: Retail Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Software Development Education UG: Any Graduate PG: Any Postgraduate Key Skills Supply chainBackendHP data protectorGCPSoftware Engineer IIIssue resolutionTroubleshootingMonitoringPythonLogistics

Job description Responsibilities: Design, develop, and maintain robust applications using Java and React. Implement and improve algorithms and data structures to enhance application performance. Utilize strong analytical skills to solve complex technical problems. Collaborate with cross-functional teams to deliver high-quality software solutions. Develop and maintain full-stack applications, ensuring seamless integration and functionality. Implement unit testing and acceptance test automation to ensure software reliability. Quickly learn and adapt to CI/CD pipeline processes. Stay updated with modern technologies and best practices to continuously improve development processes. Mentor junior engineers and provide technical leadership. Lead architectural design processes to ensure scalable and efficient solutions. Define and enforce best practices for software development and architecture. Evaluate and integrate new technologies to enhance system capabilities and performance. Requirements: 10+ years of experience in software development, with expertise in Java and React. Knowledge of algorithms, data structures, and software analytics. AWS certification is preferred. Proficiency in Groovy, GoLand, Python, and Next.js. Familiarity with full-stack development and unit testing. Experience with acceptance test automation. Previous experience building CI/CD pipelines. Proven experience as a Lead Architect, with a strong understanding of architectural principles and best practices. You will report to a Senior Manager You are required to work from Hyderabad being it the workplace for Hybrid mode which is 2 days a week#LI-Onsite Preferred Qualifications: Certifications in AWS or other relevant technologies. Experience with other modern development frameworks and tools. Familiarity with containerization technologies like Docker and Kubernetes. About Experian Experience and Skills Java, React, Architecture, AWS Bachelors or Masters degree in Computer Science, Engineering, or related field. Additional Information Our uniqueness is that we truly celebrate yours. Experians culture and people are important differentiators. We take our people agenda very seriously and focus on what truly matters; DEI, work/life balance, development, authenticity, engagement, collaboration, wellness, reward & recognition, volunteering... the list goes on. Experians strong people first approach is award winning; Great Place To Work in 24 countries, FORTUNE Best Companies to work and Glassdoor Best Places to Work (globally 4.4 Stars) to name a few. Check out Experian Life on social or our Careers Site to understand why. Experian Careers - Creating a better tomorrow together Benefits Experian care for employees work life balance, health, safety and wellbeing. In support of this endeavor, we offer best-in-class family well-being benefits, enhanced medical benefits and paid time off. #LI-Hybrid Experian Careers - Creating a better tomorrow together Find out what its like to work for Experian by clicking here Role: Head - Engineering Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Software Development Education UG: Any Graduate PG: Any Postgraduate Key Skills Computer scienceArchitectureStock exchangeArchitectural designData structuresHealthcareUnit testingAutomotiveFinancial servicesPython

Job description As a Software Developer you'll participate in many aspects of the software development lifecycle, such as design, code implementation, testing, and support. You will create software that enables your clients' hybrid-cloud and AI journeys. Your primary responsibilities includeComprehensive Feature Development and Issue ResolutionWorking on the end to end feature development and solving challenges faced in the implementation. Stakeholder Collaboration and Issue ResolutionCollaborate with key stakeholders, internal and external, to understand the problems, issues with the product and features and solve the issues as per SLAs defined. Continuous Learning and Technology IntegrationBeing eager to learn new technologies and implementing the same in feature development. Required education Bachelor's Degree Preferred education Master's Degree Required technical and professional expertise You’ll have access to all the technical and management training courses you need to become the expert you want to be. You’ll learn directly from expert developers in the field; our team leads love to mentor You have the opportunity to work in many different areas to figure out what really excites you. Should have minimum 3 or more years of relevant experience in ODI(Oracle Database Integrator) 12c Development and Implementation. Should have hands on experience in complex data migration between heterogeneous large complex databases (Oracle database is must) Preferred technical and professional experience You’ll have access to all the technical and management training courses you need to become the expert you want to be. Should have minimum 3 or more years of relevant experience in ODI (Oracle Database Integrator) 12c Development and Implementation. Should have good knowledge of integrating with WebServices, XML(Extensible Markup Language) and other API(Application Programming Interface) to transfer the data - from source and target, in addition to database. Role: Database Administrator Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: DBA / Data warehousing Education UG: Any Graduate PG: Any Postgraduate Key Skills Skills highlighted with ‘‘ are preferred keyskills integrator12coracleodioracle database web servicesdata migrationjasper reportssqlplsqlxmlhtmlwmsmiddlewarepythoncsoftware testingjdaflash animationred prairiewarehouse management systemmocagroovyhybrid cloudawsunix

Job description Join a dynamic team shaping the tech backbone of our operations, where your expertise fuels seamless system functionality and innovation. As a Technology Support II team member in Corporate Technology , you will play a vital role in ensuring the operational stability, availability, and performance of our production application flows. Your efforts in troubleshooting, maintaining, identifying, escalating, and resolving production service interruptions for all internally and externally developed systems support a seamless user experience and a culture of continuous improvement. Job responsibilities Analyze and troubleshoot production application flows to ensure end-to-end application or infrastructure service delivery supporting the business operations of the firm Improve operational stability and availability through participation in problem management Monitor production environments for anomalies and address issues utilizing standard observability tools Assist in the escalation and communication of issues and solutions to the business and technology stakeholders Identify trends and assist in the management of incidents, problems, and changes in support of full stack technology systems, applications, or infrastructure Required qualifications, capabilities, and skills Formal training or certification in Technology Support concepts and 2+ years of applied experience. 2+ years of experience or equivalent expertise troubleshooting, resolving, and maintaining information technology services Proficiency in SQL and handling large datasets. Comfort with Unix/Linux environments. Strong analytical and problem-solving skills. Basic scripting skills (Python, Shell scripting, etc.). Knowledge of applications or infrastructure in a large-scale technology environment on premises or public cloud Exposure to observability and monitoring tools and techniques Familiarity with processes in scope of the Information Technology Infrastructure Library (ITIL) framework Preferred qualifications, capabilities, and skills Proficiency in general-purpose programming languages or automation scripting. Advantageous to have business domain knowledge in Risk Management, Finance, or Compliance, and experience with Data Analytics/Visualization tools. Beneficial to have knowledge and experience in big data architecture, cloud computing platforms, and DevOps CI/CD toolsets. Familiarity with AI/ML technologies is considered a plus. Role: Database Administrator Industry Type: Financial Services Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: DBA / Data warehousing Education UG: Any Graduate PG: Any Postgraduate Key Skills UnixAutomationLinuxAnalyticalRisk managementContinuous improvementOperationsInformation technologySQLBusiness operations

Job description Not Applicable Specialism Data, Analytics & AI Management Level Senior Associate & Summary At PwC, our people in data and analytics engineering focus on leveraging advanced technologies and techniques to design and develop robust data solutions for clients. They play a crucial role in transforming raw data into actionable insights, enabling informed decisionmaking and driving business growth. In data engineering at PwC, you will focus on designing and building data infrastructure and systems to enable efficient data processing and analysis. You will be responsible for developing and implementing data pipelines, data integration, and data transformation solutions. Why PWC & Summary Job Title Cloud Data Engineer (AWS/Azure/Databricks/GCP) Experience 3 8 years in Data Engineering We are seeking skilled and dynamic Cloud Data Engineers specializing in AWS, Azure, Databricks, and GCP. The ideal candidate will have a strong background in data engineering, with a focus on data ingestion, transformation, and warehousing. They should also possess excellent knowledge of PySpark or Spark, and a proven ability to optimize performance in Spark job executions. Design, build, and maintain scalable data pipelines for a variety of cloud platforms including AWS, Azure, Databricks, and GCP. Implement data ingestion and transformation processes to facilitate efficient data warehousing. Utilize cloud services to enhance data processing capabilities AWS Glue, Athena, Lambda, Redshift, Step Functions, DynamoDB, SNS. Azure Data Factory, Synapse Analytics, Functions, Cosmos DB, Event Grid, Logic Apps, Service Bus. GCP Dataflow, BigQuery , DataProc , Cloud Functions, Bigtable, Pub/Sub, Data Fusion. Optimize Spark job performance to ensure high efficiency and reliability. Stay proactive in learning and implementing new technologies to improve data processing frameworks. Collaborate with crossfunctional teams to deliver robust data solutions. Work on Spark Streaming for realtime data processing as necessary. Qualifications 3 8 years of experience in data engineering with a strong focus on cloud environments. Proficiency in PySpark or Spark is mandatory. Proven experience with data ingestion, transformation, and data warehousing. Indepth knowledge and handson experience with cloud services( AWS/Azure/GCP) Demonstrated ability in performance optimization of Spark jobs. Strong problemsolving skills and the ability to work independently as well as in a team. Cloud Certification (AWS, Azure, or GCP) is a plus. Familiarity with Spark Streaming is a bonus. Mandatory skill sets Python, Pyspark , SQL with (AWS or Azure or GCP) Preferred skill sets Python, Pyspark , SQL with (AWS or Azure or GCP) Years of experience required 3 8 years Education qualification BE/BTECH, ME/MTECH, MBA, MCA Education Degrees/Field of Study required Master of Engineering, Bachelor of Engineering, Master of Business Administration, Bachelor of Technology Degrees/Field of Study preferred Required Skills Node.js Optional Skills Accepting Feedback, Accepting Feedback, Active Listening, Agile Scalability, Amazon Web Services (AWS), Analytical Thinking, Apache Airflow, Apache Hadoop, Azure Data Factory, Communication, Creativity, Data Anonymization, Data Architecture, Database Administration, Database Management System (DBMS), Database Optimization, Database Security Best Practices, Databricks Unified Data Analytics Platform, Data Engineering, Data Engineering Platforms, Data Infrastructure, Data Integration, Data Lake, Data Modeling, Data Pipeline {+ 28 more} No Role: Data Engineer Industry Type: IT Services & Consulting Department: Data Science & Analytics Employment Type: Full Time, Permanent Role Category: Data Science & Machine Learning Education UG: B.Tech/B.E. in Production/Industrial PG: M.Tech in Electronics/Telecommunication, MCA in Computers, MBA/PGDM in Marketing Key Skills GCPData modelingsparkCloudData processingCosmosAWSSQLData architecturePython

Job description Project Role :Application Developer Project Role Description :Design, build and configure applications to meet business process and application requirements. Must have skills :SAS Base & Macros Good to have skills :NAMinimum 3 year(s) of experience is required Educational Qualification :15 years full time education Summary:As an Application Developer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with team members to understand project needs, developing application features, and ensuring that the applications function seamlessly to support business operations. You will also engage in testing and troubleshooting to enhance application performance and user experience, while continuously seeking ways to improve processes and deliver high-quality solutions. Roles & Responsibilities:- Expected to perform independently and become an SME.- Required active participation/contribution in team discussions.- Contribute in providing solutions to work related problems.- Assist in the documentation of application processes and workflows.- Engage in code reviews to ensure best practices and quality standards are met. Professional & Technical Skills: - Must To Have Skills: Proficiency in SAS Base & Macros.- Strong analytical skills to interpret data and derive insights.- Experience with application development methodologies.- Familiarity with database management and data manipulation techniques.- Ability to troubleshoot and resolve application issues effectively. Additional Information:- The candidate should have minimum 3 years of experience in SAS Base & Macros.- This position is based at our Gurugram office.- A 15 years full time education is required. Qualification 15 years full time education Role: Data warehouse Developer Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: DBA / Data warehousing Education UG: B.Tech/B.E. in Any Specialization PG: Any Postgraduate Key Skills Skills highlighted with ‘‘ are preferred keyskills base sascode reviewmacrosapplication developmenttroubleshooting cssweb servicesdbmsjquerysqlplsqlspringdatabase managementjavaasp.netjsonhtmlmysqlc#restpythonsoftware developmentoraclecsasjavascriptsql server

Job description Tableau Administrator Job Description Overview The Tableau Administrator will be responsible for managing, maintaining, and optimizing the Tableau Server environment to ensure seamless access and utility for all users. This role is crucial for the effective deployment of Tableau analytics across the organization, fostering data-driven decision-making and insight generation. The ideal candidate will possess technical expertise in Tableau Server and Tableau Desktop, along with strong communication skills to support user engagement and training. Key Responsibilities Tableau Server Management: Install, configure, and administer Tableau Server environments, ensuring consistent availability and performance. Performance Optimization: Monitor server performance, troubleshoot issues, and implement solutions to maximize efficiency and reliability. Security Implementation: Manage user permissions and roles, ensuring data security and compliance with organizational policies. Upgrades and Patching: Apply software updates, patches, and new versions to keep Tableau Server up to date. Support and Training: Provide training and support to Tableau users, enabling them to utilize Tableau effectively for their analytical needs. Integration: Work with IT teams to integrate Tableau with other data sources and systems within the organization. Documentation: Create and maintain detailed documentation of server configurations, processes, and best practices. Collaboration: Collaborate with data analysts, business intelligence teams, and other stakeholders to understand their needs and provide solutions. Innovation: Stay updated with the latest Tableau features and enhancements, recommending and implementing new functionality as appropriate. Development: Create Qualifications Education: Bachelor s degree in Computer Science, Information Technology, Business Analytics, or a related field. Experience: Minimum of 3 years of experience administering Tableau Server in a professional setting. Technical Skills: Proficiency in Tableau Server architecture, installation, configuration, and performance tuning. Familiarity with scripting languages (Python, PowerShell) and SQL for data manipulation and integration. Analytical Skills: Strong understanding of data visualization principles and best practices. Communication Skills: Excellent verbal and written communication skills, with an ability to explain complex technical concepts to non-technical users. Problem-Solving: Proven ability to troubleshoot and resolve technical issues efficiently. Team Player: Ability to work collaboratively within a team and across departments. Certifications: Tableau Server Certified Professional or similar certification preferred. Work Environment The Tableau Administrator will work in a dynamic and collaborative environment, often interacting with various teams and departments. The role may require flexibility in working hours, as system maintenance and upgrades may need to be performed during off-peak hours to minimize disruption. Role: Database Administrator Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: DBA / Data warehousing Education UG: Any Graduate PG: Any Postgraduate Key Skills Computer scienceAdministrationPerformance tuningPowershelldata securityBusiness analyticsBusiness intelligenceInformation technologySQLPython

Job description Role : Oracle Database Developer Senior Location : Offshore/India Who are we looking for? We are looking for 5-7 years of experience in database development, with a strong knowledge of database management systems such as SQL Server and Oracle . Technical Skills: 5-7 years of database development experience Strong SQL experience in creating database objects like Tables, Stored Procedures, DDL/DML Triggers, Views, Indexes, Cursors, Functions & User defined data types. Good experience with Snowflake cloud data platform including Snowflake utilities like SnowSQL, SnowPipe, administering Snowflake, data loading within cloud (AWS ) Strong understanding of Data Warehousing (Including Star Schema, Snowflake Schema) and Extraction Transformation Loading (ETL) Experience in MongoDB, PostgreSQl and Amazon DB Experience with cloud development/technologies would be a plus Experience in Talend and Cognos. Familiarity with modern frameworks (e.g. .NET, Java, Python) Familiarity with programming languages such as Python or Java is a plus. Experience with cloud development/technologies and architecture would be a plus. Strong written and oral communication skills Excellent problem-solving and quantitative skills Demonstrated ability to work as part of a team. Investment Management experience in the past Process Skills: Ability to evaluate, analyze, design and implement solutions based on technical requirements. Develop and peer review of LLD (Initiate/ participate in peer reviews) Strong design and technical skills, ability to translate business needs into technical solutions and able to analyze the impact. Behavioral Skills : Resolve technical issues of projects and explore alternate designs. Participates as a team member and fosters teamwork by inter-group coordination within the modules of the project. Effectively collaborates and communicates with the stakeholders and ensure client satisfaction. Train and coach members of project groups to ensure effective knowledge management activity. Qualification: Somebody who has at least 5-7 years of work experience. Education qualification: Any degree from a reputed college Role: Database Administrator Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: DBA / Data warehousing Education UG: Any Graduate PG: Any Postgraduate Key Skills CognosPostgresqlSchemaDatabaseMongoDBStored proceduresInvestment managementOracleSQLPython

Job description Project Role :Application Lead Project Role Description :Lead the effort to design, build and configure applications, acting as the primary point of contact. Must have skills :IBM DB2 Database Administration Good to have skills :NAMinimum 5 year(s) of experience is required Educational Qualification :15 years full time educationJob Title:DB2 Database AdministratorJob Type:[Full-time]Position Overview:The DB2 Database Administrator will be responsible for the installation, configuration, maintenance, and performance tuning of DB2 databases. The ideal candidate will have a strong background in database administration and a deep understanding of DB2 technologies. This role involves ensuring the reliability, availability, and security of our database systems to support business operations. Working experience on SAP systemsKey Responsibilities:Database Installation and Configuration:oInstall and configure DB2 database servers and clients.oImplement database instances, databases, and table spaces.Database Maintenance:oPerform routine maintenance tasks, including database backups, recovery, and data integrity checks.oApply patches, updates, and upgrades to DB2 software.Performance Tuning:oMonitor and optimize database performance, including query optimization, indexing, and resource allocation.oAnalyze and resolve performance issues to ensure efficient operation.Security Management:oImplement and manage database security measures, including user access controls and data encryption.oEnsure compliance with organizational and regulatory security requirements.Troubleshooting and Support:oProvide technical support and troubleshooting for database-related issues.oCollaborate with other IT teams and stakeholders to resolve complex problems.Backup and Recovery:oDevelop and execute backup and recovery strategies to protect data.oTest and validate backup procedures to ensure data recoverability.Documentation and Reporting:oMaintain accurate and up-to-date documentation for database configurations, procedures, and policies.oGenerate and analyze reports on database performance, usage, and security.Capacity Planning:oMonitor database growth and usage trends.oPlan for future database capacity requirements and scalability.Compliance and Best Practices:oEnsure databases adhere to industry best practices and organizational standards.oStay current with emerging DB2 technologies and industry trends.Migration and UpgradesoDatabase upgrades (Version Upgrades)oDatabase Migration Qualifications:Education:oBachelors degree in Computer Science, Information Technology, or a related field. Equivalent work experience may be considered.Experience:oMinimum 6+ years of experience as a DB2 Database Administrator or similar role.oHands-on experience with DB2 for [z/OS/Linux/Unix/Windows], including version [specific versions if applicable]. Skills: oProficiency in DB2 installation, configuration, and administration.oStrong understanding of database performance tuning and optimization.oExperience with SQL and database query optimization.oKnowledge of backup and recovery techniques.oUpgrade and migration knowledgeoFamiliarity with scripting languages (e.g., Shell, Python) for automation.oExcellent problem-solving and analytical skills.oStrong communication and interpersonal skills.Certifications:oRelevant DB2 certifications (e.g., IBM Certified Database Administrator DB2) are a plus.Preferred Qualifications:Experience with other database management systems (e.g., Informix, Oracle, SQL Server).Knowledge of cloud-based database solutions.Familiarity with DevOps practices SAP systems and tools.Good to have knowledge on Informix Qualification 15 years full time education Role: Technical Lead Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Software Development Education UG: B.Tech/B.E. in Any Specialization PG: Any Postgraduate Key Skills Skills highlighted with ‘‘ are preferred keyskills database performance tuningdatabase administ