Hard Skills
Measurable, teachable abilities acquired through education or training.

: Hard Skills
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Title
Sector
Description
Title
Optical Emission Spectroscopy (OES)
Sector
Research and Development
Description
Optical emission spectroscopy (OES) measures light emitted by excited atoms or ions to determine elemental composition, used in both analytical chemistry (ICP-OES) and industrial metal analysis (spark/arc OES for alloys). As a hard skill it requires understanding excitation source selection, spectral line choice to avoid interferences, matrix matching of calibration standards, and routine maintenance of optical alignment and electrode wear in spark-source instruments. Battery researchers apply ICP-OES to quantify dissolved cathode metals in aged electrolytes and certify incoming raw material stoichiometry, while manufacturing engineers use spark OES to verify metal alloy composition in current collectors and pack structural components.
Title
Organizational Behavior
Sector
Workplace Operations
Description
Organizational behavior studies how individuals, teams, and structures shape what actually happens inside a workplace — motivation, group dynamics, leadership, decision-making, conflict, and culture. The skill helps managers diagnose performance issues that aren't really about systems or skills and design interventions that change behavior, not just policy. It is the people-side counterpart to operations management and increasingly central to driving sustained change.
Title
Origin & OriginPro
Sector
Computational
Description
Origin and OriginPro are the scientific graphing and data-analysis platforms — used by battery R&D teams to plot EIS data, cycle-life curves, DSC thermograms, and the dense multi-axis scientific figures that go into internal reports and publications. As a hard skill it requires fluency in non-linear curve fitting, custom function authoring (Origin C, LabTalk), template-based report generation, and the visualization vocabulary that battery chemistry papers expect (Bode plots, Nyquist plots, Ragone plots). R&D engineers apply this when characterizing a new cathode formulation's cycle life, when fitting EIS data to equivalent-circuit models, and when generating publication-quality figures for cell-development reports.
Title
PH Meter
Sector
Research and Development
Description
A pH meter measures hydrogen ion activity in a solution via a glass electrode whose potential varies with pH, providing an accurate reading of acidity or alkalinity in aqueous and near-aqueous systems. As a hard skill it requires calibrating with at least two certified buffer solutions that bracket the expected sample pH, conditioning and storing the electrode correctly, and applying temperature compensation and ionic strength corrections for accurate results. Battery researchers use pH measurement to characterize aqueous electrolyte and rinse solutions, monitor cathode precursor precipitation reactions where pH determines particle morphology and stoichiometry, and assess spent electrolyte and black mass leachate in recycling process development.
Title
Pandas
Sector
Computational
Description
Pandas is a Python library for data analysis and manipulation, offering flexible data structures like Series and DataFrames for tabular data.
Title
Particle Size Distribution (PSD)
Sector
Research and Development
Description
Particle size distribution (PSD) analysis measures the range and frequency of particle sizes in a powder or suspension using techniques such as laser diffraction, dynamic light scattering, sedimentation, or image analysis. As a hard skill it requires preparing representative, well-dispersed samples free of agglomerates, selecting the optical model and refractive indices correctly for laser diffraction, and interpreting D10, D50, D90, and span values in the context of the application. Battery researchers apply PSD measurement to characterize cathode and anode powders, where particle size affects tap density, electrode packing, rate capability, and slurry rheology during coating.
Title
Payroll Management
Sector
Workplace Operations
Description
Payroll management runs the end-to-end process of paying employees accurately, on time, and in compliance with federal, state, and local tax and labor regulations. Practitioners handle wage calculations, deductions, benefits, garnishments, multi-jurisdiction filings, and year-end reporting, typically through platforms like ADP, Workday, or Paychex. Errors here directly hit employee trust and trigger costly regulatory penalties, making accuracy and controls non-negotiable.
Title
Periodic Table
Sector
Research and Development
Description
Mastery of the periodic table means understanding elemental properties — electron configuration, ionization energy, electronegativity, atomic radius, oxidation states, and periodic trends — and applying that knowledge to predict material behavior and design new compounds. As a hard skill it requires being able to reason from first principles about which elements will form stable oxides or sulfides, which will alloy with lithium, and which transition metals offer the right redox potential for a battery cathode. Battery researchers rely on this fluency to select cathode and anode chemistries, anticipate corrosion and compatibility issues, and interpret spectroscopic and electrochemical data by reference to known elemental behavior.
Title
Permitting, Reporting & Documentation
Sector
Mining
Description
Permitting, reporting, and documentation in mining involves obtaining, maintaining, and complying with the regulatory authorizations — mine operating permits, environmental permits, blasting permits, and water rights — required at every stage from exploration through closure. As a hard skill it requires translating technical work into regulatory language, meeting reporting deadlines for production, reclamation, and environmental monitoring data, and maintaining the traceable records that regulators, auditors, and financial institutions require. Mining professionals apply this discipline continuously throughout a project's life: failure to maintain compliance can trigger fines, permit suspension, or loss of the social license to operate.
Title
Pipes, Valves & Pumps
Sector
Equipment Robotics and Advanced Manufacturing
Description
Piping, valves, and pumps move fluids around a refinery or chemical plant under demanding conditions of pressure, temperature, and chemical aggressiveness. Engineers and technicians select materials of construction, size lines for flow and pressure drop, specify control and safety valves, and maintain rotating equipment to keep the plant running safely and reliably. Failures in this system are a leading cause of leaks, fires, and unplanned downtime, making mechanical integrity in this area a core process-safety concern.
Title
Pipetting
Sector
Research and Development
Description
Pipetting is the foundational liquid-handling technique for transferring precise, reproducible volumes of solutions in the microliter to milliliter range using micropipettes, serological pipettes, or automated liquid handlers. As a hard skill it requires selecting the correct pipette volume range for the task, following correct aspiration and dispensing technique — pre-wetting, reverse pipetting for viscous liquids, correct angle and depth — and calibrating pipettes regularly against gravimetric standards. In battery and electrochemical R&D, accurate pipetting determines electrolyte volume in coin cells, additive concentration in solution studies, and calibration standard concentrations, where small errors propagate directly into irreproducible experimental results.
Title
Pneumatic Equipment & Systems
Sector
Equipment Robotics and Advanced Manufacturing
Description
Pneumatic equipment systems use compressed air to power drills, hoists, valves, and tools where electrical or hydraulic systems are impractical or hazardous, particularly in gassy underground environments. Technicians maintain compressors, dryers, distribution piping, and end-use tools, and diagnose performance losses from leaks, moisture, or pressure drop. Reliable compressed-air systems underpin a large share of underground mining productivity and remain a major energy cost center worth optimizing.
Title
Potentiostats & Galvanostats
Sector
Research and Development
Description
Potentiostats and galvanostats are the central instruments of electrochemical research, controlling the voltage or current applied to an electrochemical cell and measuring the resulting response for techniques including cyclic voltammetry, chronoamperometry, EIS, and battery cycling. As a hard skill it requires selecting and configuring the instrument for the cell's impedance and current range, designing experiments appropriate to the electrochemical question, and troubleshooting artifacts from contact resistance, reference electrode instability, or cable pickup. Battery researchers use potentiostats and galvanostats for every stage of the R&D cycle — from fundamental electrolyte screening to full-cell formation and cycle-life testing.
Title
Power BI
Sector
Computational
Description
Microsoft Power BI is the business-intelligence platform of choice for battery operations that already live in the Microsoft 365 ecosystem — dashboards over MES data, supply chain analytics, quality KPIs, executive reporting. As a hard skill it requires fluency in DAX expressions, data modeling (star schemas, relationships), Power Query for ETL, and the publishing and permissioning model that gets dashboards into the right hands. Analysts apply this when building daily yield dashboards for plant managers, when joining MES data to ERP cost data for product-level margin analysis, and when surfacing field-warranty trends to engineering through filterable visuals.
Title
Printed Circuit Board (PCB)
Sector
Electrical
Description
Printed circuit board (PCB) design and manufacture is what turns BMS schematics, sensor circuits, and test fixtures into physical boards that survive the thermal, vibration, and electrical environment of a battery pack. As a hard skill it requires fluency in EDA tools (Altium, KiCad, Eagle), stackup design, controlled-impedance routing for high-speed lines, design-for-manufacturing rules (annular ring, copper-to-edge), and reading IPC-A-610 acceptance criteria. Hardware engineers apply this when laying out a new cell-monitoring board, when reviewing a vendor BMS PCB for thermal-derating headroom, and when triaging field failures back to a layout choice.
Title
Process Control & Mapping
Sector
Equipment Robotics and Advanced Manufacturing
Description
Process control and mapping document and stabilize each step of battery production so that variation is measured, bounded, and reduced. As a hard skill it requires building process flow diagrams, defining critical-to-quality parameters and their control limits, and using statistical process control charts on key parameters like coating weight, electrode density, and cell open-circuit voltage. Process engineers apply these techniques during line ramp, ongoing process capability studies, and any time a yield excursion needs to be traced back to its source step.
Title
Programming, Coding & Development
Sector
Computational
Description
General software development practice — version control discipline, code review, testing, debugging, refactoring — underpins every codebase that touches battery work, from BMS firmware to MES code to data pipelines. As a hard skill it requires the habits of writing testable code, decomposing problems into small functions, reading other people's code without ego, and the judgment to know when "good enough" is right and when it isn't. Engineers across the battery org apply this daily — whether it's a controls engineer scripting a one-off data extract or a firmware lead architecting the BMS for the next pack platform.
Title
Prompt Engineering
Sector
Computational
Description
Prompt engineering is the practice of designing inputs to large-language models that reliably elicit accurate, well-formatted, and task-appropriate outputs, encompassing zero-shot, few-shot, chain-of-thought, and system-prompt strategies. As a hard skill it requires understanding how LLMs respond to instruction phrasing, role specification, output format constraints, and example demonstrations, as well as iteratively testing and refining prompts to reduce hallucination and improve consistency. Battery engineers, scientists, and analysts apply prompt engineering to get reliable results from AI assistants for code generation, literature synthesis, report drafting, data interpretation, and technical Q&A within automated pipelines.
Title
Protection Systems
Sector
Electrical
Description
Protection systems — relays, breakers, fuses, contactors, ground-fault detectors, pre-charge resistors — keep battery production equipment and the packs themselves from destroying themselves and the people around them during faults. As a hard skill it requires fluency in coordination studies (selectivity between upstream and downstream protection), short-circuit current calculations, time-current curve interpretation, and the special concerns of high-energy DC pack systems where you cannot rely on AC zero-crossings to interrupt fault current. Engineers apply this when specifying contactor and fuse pairs for a pack-test bay, when commissioning a substation feeder to a new coating line, and when reviewing the protection scheme on a customer's installed energy storage system.
Title
PyTorch
Sector
Computational
Description
PyTorch is an open-source deep learning library by Meta, known for its easy-to-use API, GPU acceleration, and popularity in AI research.
Title
Python
Sector
Computational
Description
Python is the de facto language for battery data work — analytics on formation data, ML model training, factory-floor scripting, test automation, and the glue code that ties MES to ERP to the data lake. As a hard skill it requires fluency in the scientific stack (numpy, pandas, scipy, scikit-learn), the visualization libraries (matplotlib, seaborn, plotly), packaging and venv discipline, and the asyncio-vs-threading-vs-multiprocessing tradeoffs for production work. Engineers apply this when cleaning a million-row cell-formation CSV in pandas, when training an ML model to flag electrode-coating defects, and when writing the integration script that pulls daily MES exports into the analytics warehouse.
Title
QR Codes, RFID & LIDAR
Sector
Supply Chains
Description
QR codes, RFID, and LiDAR are the identification and sensing technologies that give supply chains real-time visibility into where items are, in what quantity, and in what condition. QR provides cheap, ubiquitous optical tagging; RFID adds passive or active wireless reads at scale; LiDAR supports geometry capture, dimensioning, and autonomous-vehicle navigation in yards and warehouses. Together they enable the data layer that powers WMS, traceability, robotic fulfillment, and dock-to-stock automation.
Title
Qualified/Competent Person (QP/CP)
Sector
Mining
Description
The qualified or competent person (QP/CP) designation certifies that an individual has sufficient education, training, and experience to take professional responsibility for specific technical work — ore resource estimates under NI 43-101 or JORC, blasting operations under MSHA, or geotechnical assessments on tailings facilities. As a hard skill it requires mastering the relevant regulatory standard's definitions, disclosure obligations, and sign-off requirements, and exercising the independent professional judgment that the designation demands. The QP/CP role carries personal legal and professional liability, making it one of the most consequential credentials in the mining industry and a prerequisite for public resource disclosures, financeable feasibility studies, and certain site safety functions.
Title
Quality Control, FMEA & APQP
Sector
Equipment Robotics and Advanced Manufacturing
Description
Quality control supported by Failure Mode and Effects Analysis (FMEA) and Advanced Product Quality Planning (APQP) builds a structured path from battery product concept to validated production. As a hard skill it requires running cross-functional FMEAs to rank failure modes by risk priority number, producing process control plans, and managing the APQP gate deliverables (PPAP, control plan, MSA, capability studies). Quality engineers apply this discipline during new cell chemistry introductions, supplier qualification of separator or electrolyte sources, and any change-control decision that affects safety-critical pack functions.
Title
R
Sector
Computational
Description
R is the statistical-computing language favored by quality engineers and academic-leaning battery research teams — used for advanced statistical modeling, mixed-effects models on cell-aging data, and the visualization work where ggplot has no real peer. As a hard skill it requires fluency in tidyverse idioms (dplyr, tidyr, ggplot2), statistical model interpretation (lm, glm, mixed models), R Markdown for reproducible reports, and the package ecosystem that surrounds it (CRAN, Bioconductor). Statisticians and quality engineers apply this when running a designed experiment on cell-coating parameters, when modeling battery capacity fade with random effects across cell lots, and when authoring reproducible analysis reports that ship to regulators.
Title
R&D Methodology
Sector
Research and Development
Description
R&D methodology encompasses the principles, frameworks, and practices that guide rigorous scientific inquiry — hypothesis formulation, experimental design, data collection, statistical analysis, peer review, and knowledge management. As a hard skill it requires understanding the difference between screening, optimization, and mechanistic experiments, using controls and replicates correctly, and maintaining traceable records that allow others to reproduce and build on the work. Battery researchers apply sound R&D methodology to avoid false positives in material screening, distinguish real performance gains from noise, and generate publication-quality evidence that advances the field and satisfies funding-agency reporting requirements.
Title
Raman Spectroscopy
Sector
Research and Development
Description
Raman spectroscopy measures inelastic light scattering from molecular vibrations and phonons, providing structural and compositional information complementary to FTIR, with particular sensitivity to carbon materials, ordered crystalline phases, and strain. As a hard skill it requires selecting excitation wavelength to balance fluorescence avoidance with resonance enhancement, optimizing laser power to avoid sample damage, and interpreting band positions, widths, and intensity ratios quantitatively. Battery researchers apply Raman to characterize graphite disorder (D/G ratio), detect phase transformations in cathodes, monitor solid electrolyte interphase carbon species, and map electrode inhomogeneity in situ during cycling.
Title
Raspberry Pi
Sector
Computational
Description
Raspberry Pi is the small-form-factor Linux computer that battery teams reach for when they need an edge node — datalogging on a benchtop cycler, an MQTT gateway between an old PLC and a modern data lake, an in-fixture vision system for cell-tab inspection. As a hard skill it requires fluency in Raspberry Pi OS, GPIO control via Python or C, MQTT and OPC-UA client libraries, and the disciplines around running a non-ruggedized board in an industrial environment (power conditioning, watchdog timers, remote-reset hardware). Engineers apply this when bridging a legacy benchtop instrument to a modern data pipeline, when prototyping a vision-based defect detector, or when adding a cheap data-collection node next to a piece of equipment whose vendor SDK is too expensive to license.
Title
Record Keeping & Lab Books
Sector
Research and Development
Description
Laboratory record keeping and electronic or paper lab notebooks are the primary means of documenting experimental plans, procedures, observations, and results in a form that is legally and scientifically defensible. As a hard skill it requires recording contemporaneously with enough detail that a colleague could reproduce the experiment from the record alone, cross-referencing raw data files, and signing and dating entries in formats that satisfy IP and regulatory requirements. In battery R&D, strong record keeping protects patent priority, enables root-cause analysis when results are anomalous, and provides the audit trail required by funding agencies and ISO-certified testing laboratories.
Title
Recruiting & Hiring
Sector
Workplace Operations
Description
Recruiting and hiring is the workflow that takes a workforce plan and converts it into productive employees, covering sourcing, screening, structured interviewing, assessment, offers, and onboarding. Strong programs combine ATS platforms, employer-brand work, and rigorous selection processes that reduce bias and predict performance. In skills-short industrial and technical fields, time-to-fill and quality-of-hire are among the most consequential operating metrics a company tracks.
Title
Referencing & Scientific Literature
Sector
Research and Development
Description
Academic and scientific referencing is the practice of accurately citing prior work — journal articles, patents, standards, and data sets — to acknowledge sources, situate new findings, and direct readers to supporting evidence. As a hard skill it requires selecting the citation style required by the target journal or organization, using reference management software such as Zotero, Mendeley, or EndNote to organize and format citations, and performing systematic literature searches to ensure relevant prior art is captured. Battery researchers apply rigorous referencing in publications, patents, and technical reports to establish novelty, avoid unintentional plagiarism, and build credibility with peer reviewers and patent examiners.
Title
Reliability & Maintenance
Sector
Workplace Operations
Description
Reliability and maintenance covers the practices that keep equipment available and performing at design intent across its lifecycle — preventive, predictive, and corrective maintenance, RCM analysis, criticality ranking, and spares strategy. Modern programs combine condition monitoring (vibration, oil, thermography), CMMS data, and analytics to shift work from reactive to planned. In capital-intensive industries, reliability is among the highest-leverage levers on both cost and safety performance.
Title
Researcher Profiles
Sector
Research and Development
Description
Researcher profiles on platforms such as ORCID, Google Scholar, ResearchGate, and LinkedIn provide a persistent, publicly accessible record of a scientist's publications, grants, patents, and professional affiliations that builds visibility and enables collaboration. As a hard skill it requires maintaining accurate and up-to-date entries, linking publications via DOI to a verified ORCID record, and understanding how citation metrics such as h-index and i10-index are calculated and used in academic and industry evaluation. Battery researchers apply profile management to demonstrate expertise when applying for grants, tenure, or industry positions, and to ensure their work is discoverable by potential collaborators and employers.
Title
Retrieval-Augmented Generation (RAG)
Sector
Computational
Description
Retrieval-augmented generation (RAG) lets AI models pull in external data to improve accuracy, reduce hallucinations, and cite sources.
Title
Rheometers & Viscometers
Sector
Research and Development
Description
Rheometers and viscometers measure the flow and deformation behavior of fluids and soft materials — viscosity, viscoelasticity, yield stress, and thixotropy — as a function of shear rate, stress, temperature, and time. As a hard skill it requires selecting the appropriate geometry (cone-and-plate, parallel plate, Couette) and measurement mode for the material, verifying that measurements are in the linear viscoelastic regime, and interpreting flow curves and oscillatory data to extract actionable process parameters. Battery researchers apply rheology to electrode slurry development, where viscosity and yield stress determine coatability and uniformity, and to solid electrolyte paste formulation and separator coating processes.
Title
Rhino
Sector
Design
Description
Rhinoceros 3D (Rhino) is a NURBS-based surface modeling tool favored for its flexibility with complex freeform geometry in industrial design, architecture, marine, and jewelry industries. As a hard skill it requires fluency in NURBS curves and surfaces, the Grasshopper visual programming environment for parametric and computational design, and interoperability with downstream rendering and CAM tools. Design engineers and industrial designers apply Rhino when designing freeform product enclosures, ergonomic components, and architectural surfaces where the geometric flexibility of NURBS outperforms the history-tree approach of parametric CAD suites.
Title
Rigging & Lifting
Sector
Equipment Robotics and Advanced Manufacturing
Description
Rigging and lifting operations safely position heavy battery modules, pack assemblies, and production equipment — placing a multi-hundred-kilogram battery pack into a vehicle chassis or moving a coater roll requires the same rigorous load calculations and equipment certification as any industrial lift. As a hard skill it requires selecting slings, shackles, and spreader bars rated to the load, calculating center of gravity for asymmetric battery assemblies, and executing lifts within the working-load limits of overhead cranes and forklifts. Production and facilities engineers apply this knowledge during module-to-pack loading, equipment installation, and pack-swap service operations where a dropped load can crush cells and create a hazardous lithium-fire scenario.
Title
Robotics & Automation
Sector
Electrical
Description
Robotics and automation handle the high-volume, high-precision, often hazardous tasks in battery production — electrode handling, cell stacking, module assembly, pack testing — that humans can not do consistently at scale. As a hard skill it requires industrial robot programming (FANUC, KUKA, ABB), vision system integration, end-of-arm tooling design, and safety system implementation per ISO 10218. Engineers apply these skills to deploy pick-and-place cells in module assembly, automate electrolyte filling, and integrate cobots into manual stations without sacrificing operator safety.
Title
RockWorks
Sector
Mining
Description
RockWorks is a widely used geological data-management and visualization package that turns borehole, lithology, and assay data into logs, cross sections, fence diagrams, and 3D models. Mining geologists use it to build and communicate subsurface interpretations and to QA/QC data before it enters resource estimation workflows. Proficiency with RockWorks accelerates everyday geological work and bridges field data and the more specialized resource-modeling platforms.
Title
SOLIDWORKS
Sector
Computational
Description
SolidWorks is the Dassault Systèmes 3D mechanical CAD platform dominant in US battery manufacturing — used for pack enclosure design, fixture design for cell-tab welding, BMS PCB carriers, and the broad mechanical work of factory tooling. As a hard skill it requires fluency in parametric part and assembly modeling, drawing generation to ASME Y14.5, sheet-metal and weldment environments, and the PDM disciplines (PDM Standard or Professional) that keep revisions clean across engineering teams. Mechanical designers apply this when iterating a battery pack enclosure for a new vehicle program, when generating shop drawings for a stamped current collector, and when running interference and tolerance studies on a multi-cell module assembly.
Title
Scala
Sector
Computational
Description
Scala is the JVM-hosted functional/object-oriented language that powers Spark — the dominant distributed compute framework used by battery teams running large-scale analytics on cell-formation, end-of-line test, and fleet telemetry data. As a hard skill it requires fluency in Scala's type system (case classes, traits, implicits), the functional idioms (immutable data, higher-order functions), Spark's DataFrame and Dataset APIs, and the build and dependency tooling (sbt, Maven). Data engineers apply this when writing Spark jobs that join millions of cell-formation records with corresponding pack tests, when building streaming ingestion from Kafka into the data lake, and when refactoring Python prototypes into production-grade Spark for plant-wide deployment.
Title
Scanning Electron Microscopy (SEM)
Sector
Research and Development
Description
Scanning electron microscopy (SEM) rasters a focused electron beam across a sample surface and collects secondary or backscattered electrons to form high-resolution images of morphology, topography, and phase contrast at nanometer to micron scale. As a hard skill it requires preparing conductive, vacuum-stable specimens (sputter coating for non-conductors), selecting the correct accelerating voltage and working distance, and interpreting contrast from secondary-electron topography versus backscattered-electron compositional signals. Battery researchers apply SEM to characterize cathode particle morphology, examine electrode cross-sections for crack and delamination patterns, image dendrite morphology on cycled lithium anodes, and guide post-mortem failure analysis.
Title
Scanning Probe Microscopy (SPM)
Sector
Research and Development
Description
Scanning probe microscopy (SPM) — encompassing atomic force microscopy (AFM), scanning tunneling microscopy (STM), and related modes — maps surface topography, mechanical properties, conductivity, and electrochemical reactivity at nanometer to atomic resolution by raster-scanning a sharp probe across a surface. As a hard skill it requires selecting the AFM operating mode (contact, tapping, PeakForce, KPFM, EC-AFM) for the property of interest, optimizing tip selection and scan parameters, and interpreting image artifacts from tip convolution and sample drift. Battery researchers apply SPM to image SEI formation in situ, measure electrode roughening and volume changes during lithiation, and map local conductivity and potential on composite electrode surfaces.
Title
Semiconductor Crystal Growth
Sector
Research and Development
Description
Semiconductor crystal growth techniques — Czochralski pulling, Bridgman-Stockbarger, molecular beam epitaxy, and hydride vapor phase epitaxy — produce single-crystal and epitaxial semiconductor materials with controlled doping, crystallographic orientation, and defect density. As a hard skill it requires understanding phase diagrams and segregation coefficients, controlling thermal gradients and growth rates to minimize dislocations, and characterizing grown crystals with XRD, etch-pit counting, and Hall measurements. Battery researchers apply crystal growth techniques when producing model electrode or solid electrolyte single crystals for fundamental transport and interface studies that would be obscured by grain boundaries in polycrystalline samples.
Title
Sensors
Sector
Electrical
Description
Sensors — thermocouples, RTDs, strain gauges, load cells, Hall-effect current sensors, optical encoders, pressure transducers, humidity sensors, gas sensors — are the eyes of every control loop and BMS in battery production. As a hard skill it requires understanding the measurement physics, signal conditioning (amplification, filtering, linearization), calibration drift, and failure modes that masquerade as process problems. Engineers and technicians apply this when specifying the dewpoint sensor that governs a dry-room cascade, when troubleshooting a coating-weight gauge that's drifting, and when adding a cell-temperature thermistor to a pack design where every gram of mass matters.
Title
Shipfitting
Sector
Equipment Robotics and Advanced Manufacturing
Description
Shipfitting is the fabrication and structural assembly trade that cuts, forms, and joins the steel sections making up a vessel's hull and internal compartments — a discipline increasingly intersecting with battery integration as shipyards install large energy-storage systems in new-build and retrofit projects. As a hard skill it requires reading ship structural drawings, operating cutting and forming equipment, fitting shell plates and frames to template, and welding structural joints to classification-society specification. Shipfitters apply these skills when constructing battery-room enclosures, reinforcing deck structures to carry heavy battery banks, and installing the foundation steelwork for battery racks inside hull compartments.
Title
SigmaPlot
Sector
Computational
Description
SigmaPlot is the scientific-graphing package historically favored in life sciences and academic battery research — used to produce publication-grade figures of cycle life, Coulombic efficiency, and cell-aging curves. As a hard skill it requires fluency in non-linear regression model fitting, transform-based axis configuration (log-log Ragone plots, Arrhenius plots), template authoring, and the export discipline (vector formats, font embedding) that journals require. Research scientists apply it when characterizing a new electrolyte formulation's cycle stability, when fitting capacity-fade data to power-law or exponential decay models, and when generating figures for cell-development internal reports.
Title
Six Sigma
Sector
Equipment Robotics and Advanced Manufacturing
Description
Six Sigma applies the DMAIC framework — Define, Measure, Analyze, Improve, Control — to reduce defects in battery production toward statistical zero. As a hard skill it requires designed experiments (DOE), measurement system analysis, process capability studies (Cp, Cpk), and hypothesis testing using tools like Minitab or JMP. Belted practitioners apply Six Sigma to chase down sources of variation in electrode coating weight, cell capacity, and pack-level electrical isolation, where parts-per-million defects cost real money at automotive volumes.
Title
Soldering
Sector
Electrical
Description
Soldering is the foundational join technique for electrical and electronic assemblies — used to attach components to PCBs, terminate sensor wires, repair instrumentation, and rework prototype BMS boards. As a hard skill it requires temperature and tip selection appropriate to the joint, wetting and dewetting recognition, and the IPC-A-610 visual standards for acceptable vs defective joints (through-hole, surface mount, BGA rework). Technicians apply it during prototype board bring-up, in-field repair of damaged sensor cables, and rework of small-quantity BMS boards where pulling a contract manufacturer in for a single rework would cost too much.
Title
Solid Edge
Sector
Electrical
Description
Solid Edge is the Siemens parametric 3D mechanical CAD platform — often paired with electrical CAD (EPLAN, AutoCAD Electrical) for full-line documentation of battery production equipment, fixtures, and pack mechanical assemblies. As a hard skill it requires modeling parts and assemblies, generating manufacturing drawings to ASME Y14.5 or ISO GPS, performing interference and tolerance studies, and managing revisions through Teamcenter or a similar PDM. Mechanical designers apply it when authoring a fixture for cell-tab welding, when revising a pack enclosure to accept a new BMS PCB, and when generating shop drawings that go out to a sheet-metal supplier.
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Hard Skills
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Hard Skills

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Further your education and build your skillset.

Access resources to stay informed on latest developments in industry.

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Further your education and build your skillset.

Access resources to stay informed on latest developments in industry.

Uncover new opportunities to grow your career.

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Hard Skills Measurable, teachable abilities acquired through education or training.

Hard Skills

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Hard Skills
Measurable, teachable abilities acquired through education or training.