Hard Skills
Statistical AnalysisData AnalysisAnalytical ChemistryStatistical ModelingData VisualizationProject ManagementBioinformaticsExperimental DesignGIS (Geographic Information Systems)Machine LearningMicrobiologyReport WritingRisk AssessmentScientific WritingSpectroscopyEcologyNumerical MethodsQuality ControlRegulatory ComplianceBiochemistryGeographic Information Systems (GIS)High-Performance Computing (HPC)Statistical Process Control (SPC)MicroscopyMolecular BiologyThermodynamicsProcess OptimizationStatistical analysisChromatographySQLData analysisData InterpretationFood MicrobiologyPythonExperimental designQuality Management Systems (QMS)Database ManagementProgramming (Python, R)Food ChemistryMaterial CharacterizationRRemote SensingRisk ManagementEnvironmental RegulationsFluid DynamicsHACCPOrganic ChemistryProject managementScientific writingData ScienceBiostatisticsDesign of Experiments (DOE)Laboratory TechniquesEnvironmental MonitoringPython ProgrammingBudget ManagementChemical Engineering PrinciplesComputational Fluid Dynamics (CFD)Database Management (SQL)Environmental Impact Assessment (EIA)GIS MappingGIS SoftwareHydrologyMathematical ModelingProcess optimizationProgramming (Python, R, MATLAB)Quantum MechanicsEnvironmental ChemistryFinite Element Analysis (FEA)Life Cycle Assessment (LCA)Numerical ModelingPCRPharmacologyQuality controlStatistical MechanicsWaste ManagementAgronomyAnalytical chemistryCAD SoftwareCell CultureData visualizationEnvironmental Impact AssessmentEnvironmental ScienceGood Manufacturing Practices (GMP)Material ScienceMATLABMolecular Biology TechniquesPolymer ChemistryQuality AssuranceRadiation SafetySensory EvaluationStatistical modelingTechnical Report WritingComputational Materials ScienceConservation BiologyData ManagementData ModelingDosimetryField Sampling TechniquesGeochemistryGISGIS softwareGIS Software (ArcGIS, QGIS)Molecular biologyOperations ResearchRadiation PhysicsReport writingStatistical GeneticsStatistical Process ControlChromatography (HPLC, GC)Cloud Platforms (AWS, Azure, GCP)Data interpretationDifferential EquationsEnzymologyFermentation technologyFood ScienceHealth PhysicsLaboratory Information Management Systems (LIMS)Laboratory SafetyLinux/UnixMaterials ScienceMathematical OptimizationProgramming (Python, C++, Fortran)Programming (Python, MATLAB)Quality Control (QC)Signal processingSignal ProcessingSolid State PhysicsSpectrophotometryTeam LeadershipTime Series AnalysisToxicologyTroubleshootingAlgorithm DevelopmentChemical AnalysisChemometricsComputational ChemistryComputational PhysicsDatabase management (SQL)Data CollectionDeep LearningDensity Functional Theory (DFT)EpidemiologyGeological mappingGIS and Remote SensingGrant WritingInventory ManagementMachine learningMass SpectrometryNuclear PhysicsNumerical AnalysisPlant tissue culturePolicy DevelopmentProgramming (R, Python, MATLAB)Soil ScienceSpecies IdentificationStakeholder EngagementStatistical InferenceSupply Chain ManagementWater Quality AnalysisAudit ManagementBioprocess EngineeringBioreactor operationClimatologyComputer VisionData Analysis (Statistical)EcotoxicologyElectromagnetismELISAEmergency Response PlanningEnvironmental Management Systems (EMS)Environmental Management Systems (ISO 14001)Environmental PolicyEnvironmental SamplingEvidence DocumentationFluid MechanicsFood Safety Standards (HACCP, ISO 22000)Forest EcologyGeneticsGeological MappingGeological modelingGeophysicsGIS (basic)GMP (Good Manufacturing Practices)Good Laboratory Practices (GLP)Heat TransferLinear AlgebraMarine BiologyMaterials scienceMolecular biology techniquesNumerical modelingOceanographyOrganic SynthesisParasitologyPathogen DetectionPhysical ChemistryPlant TaxonomyProduct DevelopmentRheologyRisk assessmentScientific ComputingSeismic data processingSeismologySpectroscopy (NMR, MS, IR)Stakeholder engagementAlgorithm DesignAseptic TechniqueAuditingBioinformatics (basic)Bioprocess engineeringBioremediationBotanyCarbon Footprint CalculationChromatography (HPLC, GC-MS)Cloud Computing (AWS, Azure, GCP)Data Acquisition SystemsData Analysis (Statistical Software)Data MiningDNA ExtractionDNA ProfilingEnvironmental ModelingEnvironmental monitoringEnvironmental sampling techniquesExperimental Design (DOE)Fiber OpticsFlow CytometryFluid dynamicsGeostatisticsGMP/GLPHydrogeologyHypothesis TestingImage ProcessingImmunologyLaboratory Information Systems (LIS)Lean ManufacturingMarine EcologyMechanical TestingMineralogyMolecular Dynamics (MD)Multivariate StatisticsNatural Language Processing (NLP)Numerical methodsPlant PathologyPolymer chemistryPolymer sciencePopulation DynamicsPython/R programmingQuality Assurance (QA)Quality Control ProceduresRadiation DosimetryRadiation Safety ProtocolsRadiochemistryRegulatory AffairsSemiconductor PhysicsSimulation ModelingStatistical geneticsSTR AnalysisTechnical DocumentationVirologyWater quality analysisAnalytical TechniquesAntimicrobial Susceptibility TestingAquatic EcologyAseptic TechniquesAtmospheric PhysicsBig Data TechnologiesBioassay TechniquesBiochemical AssaysBudget managementCAD Software (SolidWorks, AutoCAD)CartographyCell cultureCell culture techniquesChemical TestingCheminformaticsConservation biologyContract ManagementCrystallographyData analysis and reportingData Analysis (Python, R)Data Analysis (Python, R, MATLAB)Data Analysis (R, Python, Excel)Database Management (SQL, NoSQL)Data collection and analysisData GovernanceData IntegrationData management and analysisData ProcessingData StructuresData structures and algorithmsData Visualization (Tableau, Power BI)Deep learningDNA SequencingDocumentation ManagementEcological ModelingEconometricsElectrochemistryEnvironmental impact assessmentEnvironmental Legislation (Sri Lanka)Environmental regulationsEnvironmental Risk AssessmentERP SystemsESG Reporting Frameworks (GRI, SASB)Feasibility StudiesFinite Element Method (FEM)Fisheries ManagementFood ProcessingFood Safety Management Systems (FSMS)Food Safety RegulationsForensic BiologyForensic PhotographyFormulation ScienceGCPGel ElectrophoresisGenomic Data AnalysisGeophysical interpretationGIS and remote sensingGIS & Remote SensingHACCP PrinciplesHydrogeology PrinciplesISO 22000Laboratory InstrumentationLaboratory safety protocolsLaboratory Safety ProtocolsLinear ProgrammingMarket ResearchMass TransferMicrobiology TechniquesMolecular ModelingNanomaterialsNanomaterial SynthesisNext-Generation Sequencing (NGS)Numerical analysisOrganic chemistryPCR/qPCRPetrologyPlant PhysiologyPolicy AnalysisPollution ControlProbability TheoryProcess AutomationProcess ControlProcess EngineeringProcess validationProgramming (MATLAB, Python)Programming (Python, C++)Programming (Python, R, C++)Programming (Python, R, Perl)Project Management (PMP, Agile)Protein purificationProtein PurificationPrototypingPython/Matlab programmingPython/MATLAB ProgrammingPython programmingPython/RDKitQuality Assurance (QA/QC)Quality Control (Lab)Quality control (QC)Radiation BiologyRadiation DetectionRegression AnalysisRegulatory complianceRenewable Energy TechnologiesRenewable Energy Technologies (Solar PV, Wind, Hydro)Research MethodologyRock MechanicsRoot Cause AnalysisSample PreparationSampling TechniquesScientific VisualizationSedimentologySeismic interpretationSensor IntegrationSoil MechanicsSolid MechanicsSpatial AnalysisStakeholder ManagementStatistical process controlStrategic planningStrategic PlanningSustainability ReportingTechnical report writingTensorFlow/PyTorchToxicology PrinciplesWater Quality TestingAdvanced Mathematics (Calculus, Linear Algebra)Adverse Event ReportingAir Pollution ControlAnalytical Chemistry (GC-MS, HPLC)Analytical chemistry (HPLC, GC)Animal NutritionApplied mathematicsAquaculture managementAquatic Animal HealthAquatic BiologyAseptic techniqueAseptic techniquesAssay DevelopmentAtmospheric chemistryAtmospheric ChemistryAtmospheric physicsAtmospheric ScienceAuditing PrinciplesAuditing TechniquesBacterial CultureBacteriologyBattery storage systemsBig Data ProcessingBig Data Technologies (Hadoop, Spark, Kafka)Big Data Technologies (Spark, Hadoop)Bioassay DevelopmentBiomass Conversion TechnologiesBiomaterials ScienceBioreactor DesignBioreactor Design and OperationBiosecurityBiosecurity protocolsBudgeting and Financial ManagementBusiness Case DevelopmentC++CAD/CAE SoftwareCAD Software (basic understanding)Cell Culture TechniquesChemical engineering principlesChemical HandlingChemical Hazard AssessmentChemical SynthesisChromatography (GC, HPLC)Chromatography (GC-MS, HPLC)Circular Economy PrinciplesClimate ModelingClinical DocumentationCloud ComputingCloud Platforms (AWS, Azure)Cloud platforms (AWS, Azure, GCP)Coastal Zone ManagementCoating formulationCompetitive AnalysisComposite MaterialsConservation GeneticsContaminant TransportC++/Python programmingCrop PhysiologyCybersecurity BasicsCybersecurity PrinciplesData Acquisition and AnalysisData Analysis and InterpretationData analysis and statisticsData Analysis and StatisticsData Analysis (Excel, Python/R)Data Analysis (Excel, SQL)Data Analysis (MATLAB, Python)Data Analysis (Python, MATLAB)Data analysis (R, Python)Data Analysis (R, Python)Data Analysis (SAS, R, Python)Data Analysis (statistical software)Data Architecture DesignDatabase managementData CleaningData Collection & AnalysisData modelingData PreprocessingData RecoveryData Structures & AlgorithmsData ValidationData Visualization (Tableau, Power BI, Matplotlib)Deep Learning Frameworks (TensorFlow, PyTorch)DendrologyDesign for Manufacturing (DFM)Differential equationsDigital Forensics Tools (EnCase, FTK)Disease DiagnosticsDistributed ComputingDNA extractionDNA/RNA extractionDNA/RNA ExtractionDocumentationDocumentation ControlDoE (Design of Experiments)Downstream ProcessingDrug Delivery SystemsDrug DiscoveryDrug Target IdentificationEco-toxicologyEHS management systems (ISO 14001, ISO 45001)Electronic Health Records (EHR) SystemsElectronics troubleshootingElectrophoresisEmbedded Systems ProgrammingEmergency PreparednessEmergency response planningEnergy AuditingEnergy Efficiency AuditsEnergy ModelingEnvironmental auditingEnvironmental AuditingEnvironmental Law & RegulationsEnvironmental LegislationEnvironmental legislation and regulations (SL & international)Environmental management systems (EMS)Environmental Regulations (Mining)Environmental scienceEnvironmental Science PrinciplesEvidence Collection and PreservationEvidence Collection & PreservationExtreme Value TheoryFEA/CFD simulationFeed ManagementFermentation TechnologyField BotanyField collection methodsField Research TechniquesField sampling techniquesFinancial ModelingFisheries Stock AssessmentFlavor ChemistryFood AnalysisForensic ScienceForest Inventory & MensurationFormulation developmentFormulation scienceFossil IdentificationFourier analysisGas Chromatography-Mass Spectrometry (GC-MS)Genetic engineeringGenetics and genomicsGenomicsGenomic sequencing and analysisGeochemical analysisGeochemical AnalysisGeochemical ModelingGeodesyGeophysical data processingGeospatial Analysis (GIS)Geospatial Data AnalysisGeospatial Databases (PostGIS)GIS and spatial analysisGIS mappingGIS software (ArcGIS, QGIS)GMP complianceGMP/GLP complianceGood Clinical Practice (GCP)Good Manufacturing Practices (cGMP)Grant writingGraph neural networks for molecular property predictionHACCP (Hazard Analysis and Critical Control Points)Healthcare IT Standards (HL7, DICOM)HistopathologyHorticultureHydrological Data CollectionHypothesis testingImmunoassaysIncident ResponseInformation RetrievalIngredient SourcingInstrumental AnalysisInstrument CalibrationInstrument operation and maintenanceInternal AuditingIoT Data AnalyticsISO 14001ISO 9001Isotope GeochemistryLaboratory AnalysisLaboratory Equipment OperationLaboratory ManagementLaboratory techniquesLaser PhysicsLean Six SigmaLean Six Sigma PrinciplesLIMS (Laboratory Information Management System)LinguisticsLogistics OptimizationMachine learning algorithmsMachine Learning AlgorithmsMachine Learning BasicsMachine Learning (Supervised/Unsupervised)Marine ChemistryMarket Research MethodologiesMass and Energy BalancesMaterial flow analysisMaterial scienceMaterial SynthesisMathematical modelingMathematical optimizationMATLAB/SimulinkMechanical testingMedia preparationMedical ImagingMedical PhysicsMedical TerminologyMedicinal ChemistryMedicinal Chemistry PrinciplesMetallurgyMeteorologyMethod DevelopmentMetrologyMicrobiology techniquesMicropropagationMicroscopy (SEM, TEM)Molecular Biology (PCR, DNA Sequencing)Molecular Biology Techniques (PCR, DNA sequencing)Molecular Biology Techniques (PCR, Western Blot)Molecular CloningMolecular Diagnostics (PCR)Molecular DynamicsMolecular Dynamics SimulationMolecular markersMultivariate statisticsMycologyNatural Product IsolationNetwork ForensicsNuclear MedicineNumerical Methods (Finite Difference, Finite Element)Numerical SimulationNumerical Weather Prediction (NWP)Numerical Weather Prediction (NWP) InterpretationNutritional AnalysisNutrition ScienceOperating System ForensicsOperations ManagementOptimizationOptimization AlgorithmsPartial Differential Equations (PDEs)Pathogen IdentificationPCR AmplificationPCR and qPCRPCR (Polymerase Chain Reaction)PCR TechniquesPest and Disease ManagementPest & Disease ManagementPest ManagementPetroleum Refining ProcessesPhysical OceanographyPhysics InstrumentationPhysics PrinciplesPlant breedingPlant growth regulatorsPlant pathologyPlant SciencePolicy analysisPollution Control TechnologiesPolymer Material SciencePopulation GeneticsPower ElectronicsPower Systems AnalysisPredictive analyticsPredictive ModelingPreventative maintenanceProbability and StatisticsProcess control systems (DCS, SCADA)Process ImprovementProcess ModelingProcess ValidationProcurementProduct FormulationProgramming (e.g., Python, MATLAB)Programming (MATLAB, Python, Fortran)Programming (Python, Fortran, C++)Programming (Python, MATLAB, C++)Programming (Python, MATLAB, Fortran)Programming (R, Python)Programming (R, Python, SAS)Programming (R, Python, SAS, Minitab)Programming (R, Python, SAS, SPSS)Project Management (PMP, PRINCE2)Public SpeakingPython/RDKit programmingPython/R for climate dataPython/R/MATLAB ProgrammingQSAR modellingQuality Control in ForensicsQuality management systemsQuality Management Systems (ISO 9001)Quantitative GeneticsQuantitative interpretationQuantum ChemistryRadiation Detection and MeasurementRadiation Detection & InstrumentationRadiation Detection & MeasurementRadiation dosimetryRadiation safety and protectionReaction KineticsRecord KeepingRegression analysisRegulatory Affairs (Biotech)Regulatory Compliance (Environmental, Electrical)Regulatory compliance (IAEA, ICRP)Regulatory compliance (local & international)Remediation TechnologiesRemote sensingRenewable Energy Technologies (Solar PV, Wind, Bioenergy)Research methodologyResource EstimationRestoration EcologyRisk Assessment MethodologiesRisk managementRoot Cause Analysis (RCA)R/Python ProgrammingScientific Data AnalysisScientific DivingScientific ProgrammingScientific Programming (Fortran, C++, Python)Scientific PublicationSeismic InterpretationSemiconductor Device PhysicsSensor calibrationSensor TechnologiesSensory ScienceSimulation SoftwareSoil chemistrySoil ChemistrySoil mechanicsSpatial StatisticsSpectroscopy (FTIR, UV-Vis)Spectroscopy (FTIR, UV-Vis, Raman)Spectroscopy (NMR, IR, UV-Vis)Spectroscopy (NMR, MS)Spectroscopy (UV-Vis, FTIR)Spectroscopy (XRD, SEM, TEM)SQL & NoSQL DatabasesStability testingStatistical Analysis (ANOVA, Regression)Statistical Analysis (R, SAS)Statistical Data AnalysisStatistical Data FittingStatistical mechanicsStatistical Modeling (R, Python)Statistical PhysicsStochastic ProcessesStratigraphyStructural BiologyStructural GeologySupplier Quality ManagementSupply Chain OptimizationSurvey DesignSustainable SourcingSynoptic MeteorologySystem IntegrationTeam leadershipText MiningThermal AnalysisTime series analysisTime-Series AnalysisTopologyToxicology TestingTraceability SystemsTrace Evidence AnalysisTreatment Planning Systems (TPS)Validation StatisticsVariant CallingVendor ManagementWaste managementWaste Management PrinciplesWastewater TreatmentWater Quality AssessmentWater sampling techniquesWave physicsX-ray Diffraction (XRD)Zoology
Tools
Microsoft Office SuiteMATLABMicrosoft ExcelPythonRLaboratory Information Management Systems (LIMS)MicroscopesSpectrophotometersGPS devicesArcGISGIS software (ArcGIS, QGIS)Jupyter NotebooksQGISPCR machinesGitSQLLIMS (Laboratory Information Management System)Statistical software (R, SPSS)ExcelHPLCJMPLabVIEWLinux/UnixpH metersSASC++GC-MSDNA sequencersCentrifugesCOMSOL MultiphysicsFortranGIS Software (ArcGIS, QGIS)MinitabStatistical softwareGoogle Earth EngineLIMS (Laboratory Information Management Systems)PCR MachinesAutoclavesProject management softwareTableauAutoCADPower BIPython (NumPy, SciPy, Pandas)SPSSStatistical Software (R, SPSS)ANSYSIncubatorsLIMSProject Management SoftwareRStudioSpectrometersStatistical software (e.g., R, SPSS)Version control (Git)JiraMATLAB/SimulinkMicrosoft ProjectSolidWorksOriginLabOscilloscopesPython (Pandas, NumPy, SciPy)Statistical Software (e.g., R, SPSS)Version Control (Git)ArcGIS / QGISBioreactorsChemDrawDockerMicrosoft Office Suite (Excel, PowerPoint)OpenFOAMPython (Pandas, NumPy, Scikit-learn)PyTorchStatistical software (R, SAS, SPSS)UV-Vis SpectrophotometerWater quality metersCAD softwareDatabase management systemsGROMACSMicrosoft Office Suite (Excel, Word, PowerPoint)PetrelPower BI / TableauPython (NumPy, SciPy)Quality Management SoftwareVASPData visualization toolsEnterprise Resource Planning (ERP) systemsERDAS ImagineGas Chromatograph-Mass Spectrometer (GC-MS)GIS softwareLAMMPSScanning Electron Microscope (SEM)Schrödinger SuiteTensorFlowABAQUSArcGIS ProBioinformatics toolsField guidesGas Chromatography-Mass Spectrometry (GC-MS)GaussianGIS software (e.g., ArcGIS, QGIS)GraphPad PrismHPLC (High-Performance Liquid Chromatography)KNIMENMR SpectrometerProject management toolsRDKitRefractometersSQL databasesSQL DatabasesStatistical analysis softwareStatistical Process Control (SPC) softwareStatistical SoftwareAsanaCPLEXData loggersDNA SequencersFlow CytometersGamma CountersGATKGPS DevicesGurobiHEC-RASImageJKingdom SuiteKubernetesLaboratory information management systems (LIMS)Laboratory Information Systems (LIS)LaTeXLinuxMicrosoft Office Suite (Word, Excel, PowerPoint)MODFLOWQuantum ESPRESSORheometersStatistical software (e.g., SPSS, SAS)Statistical software (SPSS, SAS)Tableau / Power BIAtomic Force Microscope (AFM)CATIACloud platforms (AWS, Azure, GCP)Database Management SystemsDocument Management SystemsDocument Management Systems (DMS)Dose CalibratorsElectronic Lab Notebooks (ELN)ENVIEnvironmental management softwareEnvironmental modeling softwareFTIR SpectrometerGeiger CountersGel electrophoresis systemsGIS SoftwareGPSHigh-Performance Liquid Chromatography (HPLC)ICP-MSJuliaLeapfrog GeoMass SpectrometerMathematicaMultimetersPCR thermocyclersPersonal DosimetersPython (NumPy, SciPy, Matplotlib)SCADA systemsSpecialized data analysis softwareStataStatistical software (R, SAS)Transmission Electron Microscope (TEM)ViscometersVMDWater quality testing kitsAbaqusAMBERANSYS FluentApache SparkAspen PlusAtomic Absorption Spectrometer (AAS)AWS/GCPCamera trapsCell Culture EquipmentClinical Trial Management Systems (CTMS)Cloud Platforms (AWS, Azure, GCP)CRM SoftwareData LoggersData logging softwareData Visualization ToolsERDAS Imagine / ENVIField data collection appsField sampling equipmentFlow metersGas Chromatograph (GC)Gas chromatographsGC-MS (Gas Chromatography-Mass Spectrometry)Gel electrophoresis equipmentGrowth chambersHigh-performance computing clustersHPC clustersInductively Coupled Plasma Mass Spectrometry (ICP-MS)Laboratory Information Management System (LIMS)Laminar flow hoodsLaTeX (for scientific writing)Mass SpectrometersMicrosoft Excel (advanced)MPIOpenMPOriginProPerlpH MetersPostGISPresentation softwareProcess simulation softwarePython (for data analysis)QGIS/ArcGISQuality management softwareR (ggplot2, dplyr)Scikit-learnSoldering equipmentSpreadsheet software (Excel)Statistical Analysis SoftwareStatistical Software (e.g., Excel, Minitab)Tableau/Power BIWRF (Weather Research and Forecasting Model)XRDAIMMSAnsys (Fluent, Mechanical)AnyLogicArena SimulationBinocularsBioinformatics softwareBioinformatics software (e.g., BLAST, Geneious)Bioinformatics ToolsBiosafety cabinetsCadnaA or SoundPLAN (environmental noise modelling)CAD software (e.g., AutoCAD, SolidWorks)Chemical Structure Drawing Software (e.g., ChemDraw)Chromatography equipmentChromatography systemsCloud platforms (AWS, GCP, Azure)CMMS (Computerized Maintenance Management System)Data analysis toolsData Visualization Tools (e.g., Power BI, Tableau)Data visualization tools (Tableau, Power BI)EHS management softwareElectrophoresis equipmentElectrophoresis EquipmentELISA readersEnvironmental Modeling SoftwareEnvironmental monitoring equipmentERP systemsFermentersFermenters/BioreactorsFood Safety Management SoftwareFTK ImagerGalaxyGamma camerasGas Chromatographs (GC)GC (Gas Chromatography)Gel Electrophoresis SystemsGeochemical modeling software (PHREEQC, GWB)GeoTericGlove BoxesGMT (Generic Mapping Tools)GPS/GNSS receiversHerbarium pressesHot CellsHPLC/GC systemsHPLC systemsHYSYSLaboratory EquipmentLCA software (e.g., SimaPro, GaBi)Linux/Unix command lineMass Spectrometer (MS)Mass SpectrometryMicroscopes (light, electron)Microsoft Excel (Advanced)Microsoft Office Suite (Excel)Microsoft Office Suite (Excel for data analysis)Microsoft Office Suite (Excel, PowerPoint, Word)Multimeters, OscilloscopesNetLogoNextflowNLTKObsPyORCAParadigm EposPotentiostatsPowerBIPrimavera P6Process control systems (DCS, SCADA)Process simulation software (e.g., Aspen Plus)Project Management Software (e.g., Asana, Trello)PyMOLPython/MATLABPython (Pandas, NumPy, SciPy, Scikit-learn)Python (SciPy, PuLP, Gurobipy)Python (with scientific libraries)Quality Management Software (QMS)Radiation Survey MetersR (Bioconductor)R/BioconductorRemote sensing toolsRheometerRotary evaporatorsRotary EvaporatorsR/Python for data analysisR StudioScientific Literature Databases (e.g., SciFinder, Reaxys)SEMSEM/TEMSensory Analysis SoftwareSolidWorks SimulationSpaCySpecialized Radiation Safety SoftwareSQL ServerStability chambersStatistical software (e.g., Minitab)Statistical software (e.g., Minitab, R)Statistical Software (e.g., Minitab, R)Statistical software (e.g., R, SAS)Statistical software (e.g., SAS, SPSS)Statistical software (Minitab, JMP)Statistical software (R, SPSS, SAS)Statistical Software (R, SPSS, SAS)StellaSWMMTensorFlow/PyTorchThermal CyclersTitration equipmentUnderwater camerasUnscramblerX-ray Diffractometer (XRD)Apache KafkaAquaculture management softwareAspen Plus / HYSYSAtomic Absorption Spectrometry (AAS)Atomic Absorption SpectrophotometerAtomic Absorption Spectrophotometers (AAS)Audit Management SoftwareAudit management toolsAutoDockAutoDock VinaAutomated Liquid HandlersAutopsy/Sleuth KitBalancesBattery cyclersBenchling (synthetic biology)BioconductorBioinformatics SoftwareBioinformatics Software (e.g., CLC Genomics Workbench)Bioinformatics software (e.g., NCBI BLAST, Geneious)Bioreactors/FermentersBio-safety cabinetsBLASTBotanical keys and field guidesBreeding management softwareCAD SoftwareCAD software (AutoCAD)CAD software (AutoCAD, Civil 3D)CAD software (basic understanding)CAD Software (for process design)Calibration standardsCamerasC++ compilersCDO/NCOCell culture equipmentCESM (Community Earth System Model)ChEMBLChromatography softwareChromatography systems (GC, HPLC)Chromatography systems (HPLC, GC)Cleanroom equipmentCleanroom equipment (e.g., lithography tools)Cloud computing platformsCloud platforms (AWS, Azure)Collaboration Tools (e.g., Microsoft Teams)Colony CountersCommunication platformsConductivity metersConfluenceCRM softwareCytoscapeDatabase management systems (SQL, NoSQL)Database software (e.g., GRIN-Global)Data collection appsData logging devicesData logging equipmentDatamine Studio RMData Visualization Tools (e.g., Tableau, Power BI)Data Visualization Tools (Power BI, Tableau)Data Visualization Tools (Tableau, Power BI)Digital camerasDocument management systemsDose calibratorsDosimetersDSC/TGA machinesDynamic Light Scattering (DLS)Electronic Data Capture (EDC) systemsElectronic Data Capture (EDC) SystemsElectronic Health Records (EHR) systemsElectronic Lab Notebook (ELN)ELISA plate readersELNELN (electronic lab notebooks)EnCase ForensicEnergy modeling softwareEnvironmental Management Information Systems (EMIS)ERP SystemsERP systems (e.g., SAP, Oracle)ESG Data PlatformsETAPeTMF (electronic Trial Master File)Excel (advanced)ExtrudersFarm Management SoftwareFEFLOWField Measurement ToolsFLACFlow cytometersFood Safety Management Systems (FSMS)Fortran compilersFourier-Transform Infrared (FTIR) SpectrometerFTIR spectrometerFTIR spectrometersFusion 360Gamma CamerasGamma SpectrometersGAMSGeiger countersGel electrophoresis apparatusGel Electrophoresis ApparatusGenetic Analyzers (e.g., ABI Prism)GeoServerGeoStudio (Slope/W, Seep/W)GIS (QGIS)GIS software (ArcGIS)GIS software (ArcGIS/QGIS)GIS software (basic)GIS Software (basic understanding)GIS software (e.g., ArcGIS)GIS Software (e.g., ArcGIS)GIS Software (e.g., ArcGIS, QGIS)GIS Software (e.g., QGIS, ArcGIS)GMS (Groundwater Modeling System)Hand tools (wrenches, screwdrivers)Hardness testersHerbarium presses and drying equipmentHigh-Performance Computing (HPC) clustersHigh-Performance Computing (HPC) environmentsHigh-Performance Liquid Chromatograph (HPLC)Hospital Information Systems (HIS)HPLC/GCHPLC/GC-MSHPLC/GC SystemsHugging Face TransformersICP-OES (Inductively Coupled Plasma - Optical Emission Spectrometry)Image Analysis SoftwareImage editing softwareImageJ/FIJIImaging softwareIncident reporting systemsINSUL (partition sound insulation prediction)ioGASJavaJira/ConfluenceLaboratory equipment (pH meters, refractometers, incubators)Laboratory testing equipment (triaxial, direct shear)LabVIEW (familiarity)Landmark DecisionSpaceLinux HPCLinux/Unix operating systemsLiquid Scintillation CountersLumerical FDTDMarket Research ToolsMaterials Project APIMATLAB/PythonMATLAB/Python for data analysisMicrocontrollers (Arduino, Raspberry Pi)MicromineMicroscopes (compound, dissecting)Microscopes (Compound, Stereoscope)Microsoft Office Suite (Excel for calculations)Microsoft Office Suite (Excel, Project)Microsoft PowerPointMolecular biology lab equipmentMultimeterNetwork monitoring toolsNeutron DetectorsNMR spectrometerNMR spectrometersNuclear Magnetic Resonance (NMR) SpectrometerNutritional analysis softwareOasis montajOcean Data View (ODV)ODEON or EASE (room acoustics modelling)OpenEye Scientific SoftwareOptical spectrum analyzersPCR ThermocyclersPET/CT scannersPET/CT ScannersPlant growth chambersPlate readersPLAXISPLC/DCS Programming Software (e.g., TIA Portal, Studio 5000, DeltaV)PLEXOSPower BI / Tableau (for visualization)PowerPointPPE (Personal Protective Equipment)Process control systemsProcess simulation software (e.g., Aspen HYSYS)Programming IDEs (e.g., VS Code)Programming languages (Python, R)Project Management Software (e.g., Jira, Asana)Project management software (Jira, Asana)PVsyst (for solar projects)Python (Jupyter, Spyder)Python (Pandas, NumPy, Matplotlib)Python (SciPy, NumPy)Python (SciPy, NumPy, Pandas)Python (SciPy, PuLP, GurobiPy)Python (TensorFlow, PyTorch, Scikit-learn)Python (with libraries like SciPy, NumPy, Pandas)Python (with NumPy, SciPy)Python (with statistical libraries)qPCR SystemsQuality control softwareQuality management software (e.g., SAP QM, MasterControl)Quality management software (QMS)Radiation detectorsRadiation DetectorsRadiation MonitorsRaman SpectrometerReference Management SoftwareRefractometerR (ggplot2, caret)Risk assessment softwareR / Python (for data analysis)RStudio (R)R (with packages for extreme value theory)SAC (Seismic Analysis Code)Satellite imagery analysis softwareSCADA/DCS systemsScientific computing libraries (NumPy, SciPy)Scientific literature databasesScientific Visualization tools (e.g., ParaView, VisIt)Scintillation detectorsScintillation DetectorsSCUBA gearSeisComP3Seismic Unix (SU)SequencersSIMCASolar simulatorsSpecialized DNA analysis softwareSPECT/CT scannersSPECT/CT ScannersSpectroscopy softwareSpectrum AnalyzersSpreadsheet Software (Excel)SQL databases (PostgreSQL, MySQL)Stability ChambersStanSTAR-CCM+Statistical Software (e.g., GraphPad Prism)Statistical Software (e.g., Minitab, JMP)Statistical software (e.g., R, GraphPad Prism)Statistical Software (e.g., R, JMP)Statistical Software (e.g., R, SAS, SPSS)Statistical software (R, GraphPad Prism)Statistical Software (R, SAS)Statistical software (R, SAS, GenStat)Statistical Software (R, SAS, SPSS)Statistical software (SAS, SPSS)SurferSurvey MetersSurvey Platforms (Qualtrics, SurveyMonkey)Sustainability reporting platformsTEMTensile testersTraceability softwareTreatment Planning Systems (e.g., Eclipse, Pinnacle, Monaco)TurbidimetersUV-Vis SpectrometerUV-Vis spectrophotometerVensimWarehouse Management Systems (WMS)Weights & Biases / MLflow (experiment tracking)WindPRO (for wind projects)WiresharkX-ray Diffraction (XRD)X-ray Fluorescence (XRF)X-ray Fluorescence (XRF) SpectrometerXRF (X-ray Fluorescence)Zemax OpticStudio