Skills Training
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Title
Type
Description
Title
Karl Fischer Titration
Type
Hard Skills
Description
Karl Fischer titration is the reference method for measuring trace water content in liquids, solids, and gases, based on a quantitative redox reaction between water and iodine in the presence of sulfur dioxide and a base. As a hard skill it requires selecting volumetric or coulometric mode based on the expected water level, conditioning the instrument and preventing atmospheric moisture ingress, and verifying results with certified water standards. Battery researchers apply Karl Fischer titration to certify that electrolyte solvents and salts meet the sub-ppm moisture specifications required for reliable lithium-ion and lithium-metal cell performance.
Title
Keras
Type
Hard Skills
Description
Keras is an open-source Python library for building neural networks, supporting multiple backends like TensorFlow, JAX, and PyTorch.
Title
Key Performance Indicators (kpis)
Type
Hard Skills
Description
Key performance indicators (KPIs) are the small set of metrics that translate strategy into measurable operating signals — throughput, OEE, on-time delivery, safety incident rates, cost per unit, customer NPS, and the like. Well-designed KPIs cascade from corporate objectives down to team and individual scorecards, with clear definitions, owners, targets, and review cadences. Strong KPI practice prevents organizations from drowning in dashboards while missing the few numbers that actually drive outcomes.
Title
Korean
Type
Soft Skills
Description
Korean language ability and cultural awareness are increasingly important soft skills given South Korea's prominent role in semiconductors, shipbuilding, automotive, defense, and consumer technology. Understanding Korean workplace dynamics — including respect for age and rank (nunchi and jeong), rapid-execution culture (ppalli-ppalli), and the importance of personal trust in business relationships — helps professionals partner effectively with Korean firms and government counterparts. Capability in Korean supports industrial cooperation, technology transfer, and allied engagement across the Korean Peninsula.
Title
Kubernetes, Docker & Jenkins
Type
Hard Skills
Description
Kubernetes, Docker, and Jenkins together provide the container orchestration and CI infrastructure that runs modern battery-data tooling — MES microservices, telemetry pipelines, analytics platforms, and the dashboards operators rely on. As a hard skill it requires fluency in Dockerfile authoring, Kubernetes manifest writing (deployments, services, secrets), Jenkins pipeline scripting (declarative or scripted), and the operational discipline of upgrades, rollbacks, and resource limits. DevOps and platform engineers apply this when containerizing legacy MES integrations, when orchestrating telemetry ingestion across multiple plants, and when wiring up CI that auto-deploys analytics services to a Kubernetes cluster on every merge to main.
Title
Lab Balances & Weighing
Type
Hard Skills
Description
Laboratory balances and weighing technique underpin virtually every quantitative experiment in battery and materials R&D, from preparing electrode slurries and electrolyte solutions to tracking mass changes during thermal treatment and electrode loading. As a hard skill it requires selecting the balance class for the required resolution, leveling and calibrating with certified weights, managing environmental factors such as air currents and vibration, and applying tare and density corrections correctly. Precise weighing determines electrode areal loading, active material ratios, and electrolyte-to-capacity ratios — quantities that directly govern cell performance and the reproducibility of experimental results.
Title
Laboratory Glassware
Type
Hard Skills
Description
Laboratory glassware — flasks, beakers, graduated cylinders, burettes, condensers, and reaction vessels — is the primary hardware for solution preparation, chemical synthesis, and titrations in battery and materials R&D. As a hard skill it requires selecting the appropriate vessel for the reaction or measurement, using volumetric glassware within its specified accuracy class, and recognizing when material compatibility requires switching to PTFE or other alternatives for aggressive solvents or strong bases. Sound glassware practice is foundational to reproducible synthetic and analytical work, where volume errors and chemical contamination propagate directly into experimental conclusions.
Title
Laboratory Ovens & Environmental Chambers
Type
Hard Skills
Description
Laboratory ovens and environmental chambers provide controlled temperature, humidity, and atmosphere conditions for drying, curing, conditioning, and aging materials, electrodes, and battery cells. As a hard skill it requires setting and verifying temperature uniformity, understanding chamber load limits and soak time requirements, and programming multi-stage profiles for formation cycling thermal management or accelerated aging studies. Battery researchers use ovens to dry electrodes before cell assembly and environmental chambers to conduct accelerated calendar-aging experiments and evaluate cell performance across the operating temperature range.
Title
Laboratory Safety
Type
Hard Skills
Description
Laboratory safety in R&D encompasses hazard identification, risk assessment, and protective measures for chemical, electrical, pressure, cryogenic, laser, and radiation hazards encountered in battery and materials research. As a hard skill it requires reading and applying Safety Data Sheets, following chemical hygiene plans, conducting risk assessments before new procedures, and knowing emergency protocols for spills, fires, and exposures. Researchers apply safety discipline daily — from selecting PPE for electrolyte handling to designing safe setups for high-pressure synthesis and thermal abuse testing of battery cells.
Title
Labview & Teststand
Type
Hard Skills
Description
LabVIEW and TestStand are the National Instruments platforms for automated test sequencing and instrument control — used by battery teams to run formation cycles, characterize cells on a benchtop cycler, and validate BMS hardware-in-the-loop. As a hard skill it requires fluency in dataflow ("G code") programming, VI architecture, instrument-driver libraries (IVI), and the TestStand sequence-execution model that orchestrates multi-step test plans with conditional branches and reporting. Test engineers apply this when standing up a new pack-test bench, when writing the validation suite for a new BMS revision, and when integrating dozens of instruments (DMMs, electronic loads, oscilloscopes) into a coherent automated test sequence.
Title
Langchain
Type
Hard Skills
Description
LangChain is an open-source Python and JavaScript framework that integrates large language models into applications, supporting many data sources.
Title
Langgraph
Type
Hard Skills
Description
LangGraph is a flexible framework for building and controlling complex AI agents, supporting human-in-the-loop, memory, and custom workflows.
Title
Languages/culture
Type
Soft Skills
Description
Languages/Culture | Skills Training | METConn
Title
Large Language Models (llms)
Type
Hard Skills
Description
A large language model (LLM) is an AI model, usually based on transformers, trained on vast text data to generate, summarize, and analyze language.
Title
Laser Induced Breakdown Spectroscopy (LIBS)
Type
Hard Skills
Description
Laser-induced breakdown spectroscopy (LIBS) generates a microplasma on a sample surface using a focused laser pulse and collects the resulting atomic emission spectrum to identify and semi-quantify elements with minimal or no sample preparation. As a hard skill it requires optimizing laser energy and focusing, selecting gate delay and width to minimize background, calibrating with matrix-matched standards, and interpreting multi-element spectra where line overlaps complicate analysis. Battery researchers apply LIBS for rapid elemental mapping of electrode surfaces and cross-sections, screening incoming materials, and field-deployable analysis where conventional wet-chemistry methods are impractical.
Title
Leadership
Type
Soft Skills
Description
Leadership | Skills Training | METConn
Title
Learning Hacks
Type
Soft Skills
Description
Learning hacks are evidence-backed techniques — spaced repetition, retrieval practice, interleaving, elaborative encoding, deliberate practice, and the Feynman technique — that make new skills stick in less time than rereading or passive consumption. The skill is knowing which technique fits which kind of material, and building daily habits around them rather than relying on cramming. In fast-moving technical fields, learning how to learn is itself a high-leverage career skill.
Title
Learning Skills
Type
Soft Skills
Description
Learning Skills | Skills Training | METConn
Title
Letters of Recommendation | Skills Training | Career Job Search | Professional Development | Metconn
Type
Career Job Search
Description
Learn how to request and use letters of recommendation to strengthen job, college, and graduate school applications.
Title
Light/optical Microscopy
Type
Hard Skills
Description
Light optical microscopy uses visible light and a system of lenses to magnify and image sample surfaces and cross-sections, providing fast, nondestructive observation of microstructure, defects, and morphology at micron resolution. As a hard skill it requires preparing polished or etched metallographic sections, selecting objective magnification and illumination mode (brightfield, darkfield, polarized, DIC), and calibrating the scale bar for accurate measurement. Battery researchers apply optical microscopy to examine electrode morphology, detect delamination and cracking in cross-sections, and screen for lithium dendrite formation in post-mortem cell analysis.
Title
Linear Algebra | Foundational Fundamentals | Skills Training
Type
Foundational Fundamentals
Description
Discover linear algebra principles used in data analysis, machine learning, and advanced mathematics.
Title
Linkedin Profile | Skills Training | Career Job Search | Professional Development | Metconn
Type
Career Job Search
Description
Learn how to create a strong LinkedIn profile to showcase your skills, build your network, and attract career opportunities.
Title
Linux
Type
Hard Skills
Description
Linux is the dominant server, embedded, and edge operating system for battery production tooling — running MES databases, factory-floor compute, pack controllers, and the cloud back ends that ingest fleet telemetry. As a hard skill it requires comfort with the shell (bash, awk, sed), systemd service authoring, package management, kernel basics, and the security hardening (SELinux, capabilities, namespaces) that production deployments require. Engineers apply this when configuring a factory-floor edge server that runs OPC UA ingestion, when bringing up an embedded Yocto image for a pack controller, and when triaging a production database server's I/O performance during a quality-event investigation.
Title
Lithography
Type
Hard Skills
Description
Lithography — photolithography, nanoimprint, and electron-beam lithography — patterns features on substrates by exposing a radiation-sensitive resist through a mask or direct write, then developing and transferring the pattern into functional layers. As a hard skill it requires selecting the appropriate lithography technology for the resolution and throughput required, controlling exposure dose and development conditions, and troubleshooting defects such as undercutting, bridging, and adhesion failure. Battery researchers apply lithography to fabricate patterned thin-film micro-battery architectures, interdigitated current collectors, and reference electrodes for fundamental electrochemical studies requiring defined electrode geometry.
Title
Lockout/tagout (LOTO)
Type
Hard Skills
Description
Lockout/Tagout (LOTO) is the OSHA-mandated procedure for isolating hazardous energy before maintenance or repair — especially critical in battery manufacturing where electrical, mechanical, hydraulic, and stored chemical/electrical energy sources all exist. As a hard skill it requires reading energy-isolation diagrams, applying multiple personal locks correctly, performing zero-energy verification with appropriate test equipment, and never restoring power without team accountability. Maintenance teams apply this on every intervention into a coater drive, every cell-finishing line stoppage for changeover, and every approach to a partially-assembled pack with stored DC voltage.
Title
Lubricants
Type
Hard Skills
Description
Lubricant selection and management keeps the high-speed machinery in battery production — winders, calenders, slitters, conveyors — running within tolerance without contaminating cells. As a hard skill it requires understanding viscosity grades, additive packages, compatibility with cleanroom environments, and the operational risks of oil migration into electrode coating zones. Maintenance teams apply this knowledge when choosing low-volatility lubricants for equipment near dry rooms and when scheduling change intervals to prevent bearing failure on critical winding lines.
Title
MATLAB & Simulink
Type
Hard Skills
Description
MATLAB and Simulink dominate battery model development, control-system simulation, and signal-processing work — used to design BMS state-of-charge estimators, simulate pack thermal behavior, and prototype filter chains before they're ported to embedded C. As a hard skill it requires fluency in MATLAB scripting and toolboxes (Signal Processing, Control System, Simscape Electrical, Battery Estimator), Simulink block-diagram authoring, and the discipline of model-based design with code generation to embedded targets. Engineers apply this when developing equivalent-circuit cell models, when simulating contactor pre-charge dynamics, and when generating production BMS code straight from a verified Simulink model.
Title
MRP / ERP Software Systems
Type
Hard Skills
Description
MRP and ERP systems — SAP, Oracle, Microsoft Dynamics, NetSuite, and similar platforms — are the transactional backbone for finance, supply chain, manufacturing, HR, and customer-facing processes. Strong users understand the underlying data models (orders, BOMs, routings, inventory, GL) and the configuration choices that make the system fit the business rather than the other way around. ERP fluency is increasingly a prerequisite for operations roles because nearly every meaningful business decision touches the system.
Title
Maintenance Planning
Type
Hard Skills
Description
Maintenance planning structures the preventive, predictive, and corrective work needed to keep battery production lines running at target uptime. As a hard skill it requires building maintenance schedules in a CMMS, defining task lists for line equipment (mixers, coaters, presses, formation testers), and managing spare parts inventory for long-lead items. Planners apply these techniques to coordinate planned outages around production schedules, hit the mean-time-between-failure targets that make pack delivery commitments realistic, and reduce unplanned downtime.
Title
Manufacturing
Type
Hard Skills
Description
Manufacturing
Title
Manufacturing & Engineering
Type
Hard Skills
Description
Manufacturing engineering translates battery cell and pack designs into the equipment, tooling, layouts, and process flows that produce them at scale. As a hard skill it requires capacity analysis, line balancing, equipment selection, tooling design, and process validation. Engineers apply it to specify electrode coating lines, lay out cell assembly cells, define cycle times for stacking and welding stations, and validate that the installed line will hit its takt and yield targets.
Title
Marine Engineering
Type
Hard Skills
Description
Marine engineering applies propulsion, power generation, and shipboard machinery principles to vessels and offshore structures, and its techniques translate directly to the large-format battery systems powering electric ships and offshore platforms. As a hard skill it requires understanding shipboard power distribution, classification-society rules for marine electrical equipment, thermal management of high-capacity battery banks, and propulsion-system integration. Engineers apply this knowledge to design, commission, and troubleshoot marine battery energy-storage systems — from ferry propulsion packs to offshore uninterruptible power supplies — where corrosion, vibration, and at-sea safety impose constraints absent in land-based battery applications.
Title
Marketing & Sales
Type
Hard Skills
Description
Marketing and sales cover how a business identifies, attracts, and converts customers, spanning market research, positioning, demand generation, pricing, channel strategy, and the sales process from lead to close. Modern teams combine CRM platforms, marketing automation, and analytics with disciplined account and pipeline management. In technical and industrial markets, success depends as much on credibility and account relationships as on traditional brand marketing.
Title
Mass & Energy Balances
Type
Hard Skills
Description
Mass and energy balances are the bookkeeping fundamentals of chemical engineering: every atom in must equal every atom out, and every joule must be accounted for across each unit operation. Engineers use balances to size equipment, verify operating data, troubleshoot losses, and assess process efficiency and emissions. Mastery of balances is the prerequisite for nearly every downstream skill in refining and chemical processing, from process design to advanced control to sustainability reporting.
Title
Mass Spectroscopy (MS)
Type
Hard Skills
Description
Mass spectrometry ionizes molecules or atoms and separates them by their mass-to-charge ratio, producing spectra that identify compounds and quantify their abundance across a wide dynamic range. As a hard skill it requires selecting the ionization method (ESI, MALDI, EI, ICP) and mass analyzer appropriate to the analyte class, interpreting fragmentation patterns for structural elucidation, and validating quantitative methods with isotope-labeled internal standards. Battery researchers apply mass spectrometry to identify electrolyte decomposition products on electrode surfaces, quantify dissolved transition metals in aged electrolytes, and characterize gas species evolved during formation and abuse testing.
Title
Material Handling
Type
Hard Skills
Description
Material handling covers the systems and equipment that move, store, control, and protect materials throughout manufacturing, warehousing, and distribution — conveyors, AS/RS, AGVs, cranes, pallet jacks, and storage racks. Engineers and supervisors design layouts, throughput rates, and ergonomics to minimize touches, travel, and damage while keeping operations safe. The discipline sits at the intersection of industrial engineering, automation, and warehouse operations, and is increasingly shaped by robotics and data integration.
Title
Mathematics
Type
Foundational Fundamentals
Description
Mathematics
Title
Matplotlib
Type
Hard Skills
Description
Matplotlib is a widely used Python library for creating static, interactive, and animated data visualizations in scientific and educational fields.
Title
Mechanical Design
Type
Hard Skills
Description
Mechanical design in battery manufacturing defines the physical architecture of cells, modules, and packs — the housings, brackets, thermal interfaces, and fastening systems that hold active electrochemical components together and protect them in service. As a hard skill it requires mastery of CAD tools such as SolidWorks, CATIA, or Creo, along with finite-element analysis, tolerance stack-up calculations, and material selection for structural and thermal functions. Engineers apply these skills to develop pack enclosures that meet IP-rating and crash-safety requirements while satisfying tight weight and volume constraints imposed by vehicle integration.
Title
Mechanical Properties & Testing
Type
Hard Skills
Description
Mechanical properties testing measures the response of materials to applied force, yielding data on tensile strength, elongation, hardness, fracture toughness, fatigue life, and creep — properties that determine whether battery cell cans, current collectors, separators, and structural pack components will survive manufacturing and service loads. As a hard skill it requires setting up and running tensile, compression, bend, and hardness tests per ASTM or ISO standards, selecting the correct load cell and grips, and interpreting stress-strain curves and failure modes. Battery researchers apply mechanical testing to qualify separator materials, evaluate calendered electrode cohesion, and characterize volume-change stresses in silicon anodes.
Title
Mechatronics
Type
Hard Skills
Description
Mechatronics in industrial battery manufacturing integrates mechanical systems, electronic control, and computer programming to automate the high-precision assembly of cells and battery packs. It involves the direct application of hard skills like PLC programming and sensor integration to manage high-speed robotic handling, thermal management testing, and ultrasonic welding processes. This multidisciplinary approach ensures consistent quality control and safety during the high-voltage manufacturing cycle by utilizing real-time data feedback loops to adjust mechanical tolerances.
Title
Meeting Management
Type
Soft Skills
Description
Meeting management on a battery production team covers shift handoffs, daily tier huddles, weekly quality reviews, and cross-functional design discussions. As a soft skill it requires writing focused agendas, holding tight to time on the floor, and converting discussion into named owners and dated actions before the room breaks up. Well-run meetings prevent recurring quality issues from cycling unresolved week after week and keep engineers off the line for the minimum time required to make a decision.
Title
Memory
Type
Soft Skills
Description
Memory, as a learning skill, is the disciplined use of techniques that move information from fragile short-term recall into durable long-term knowledge. Practitioners use mnemonics, spaced repetition (Anki and similar), chunking, memory palaces, and active retrieval to retain names, vocabulary, formulas, and procedures over years. Strong working memory and well-trained long-term memory together give professionals the recall that looks like talent to outside observers.
Title
Metallurgy & Metals Refining
Type
Hard Skills
Description
Metallurgy covers the chemistry and physics of separating valuable metals from ore and refining them to saleable products through comminution, flotation, leaching, smelting, and electrowinning. Mining metallurgists design and run test work to predict recovery, reagent consumption, and concentrate quality, then translate results into operating flowsheets and plant control strategies. Their work directly determines how much metal a mine actually delivers from a given orebody.
Title
Metalworking
Type
Hard Skills
Description
Metalworking processes — stamping, drawing, machining, welding, surface treatment — produce the metal components used throughout battery manufacturing: cell cans, current collectors, busbars, terminal posts, pack enclosures. As a hard skill it requires understanding material behavior in deep-draw operations on aluminum and steel, tooling design for high-volume parts, and joint quality in dissimilar-metal joining. Production engineers apply this knowledge during supplier qualification, when troubleshooting cracked cell cans, and when specifying surface finishes that survive the electrochemical environment.
Title
Microcalorimetry
Type
Hard Skills
Description
Microcalorimetry measures extremely small heat flows — nanowatts to microwatts — from slow reactions, mixing processes, binding events, or biological activity, providing thermodynamic and kinetic data inaccessible to conventional calorimetry. As a hard skill it requires understanding isothermal titration, heat-flow, or accelerating rate calorimetry modes, preparing samples free of bubbles and contaminants that generate spurious signals, and fitting data to binding or reaction models. Battery researchers apply microcalorimetry to measure parasitic heat generation rates in cells during low-rate cycling, quantify reaction enthalpies of electrolyte additives, and detect subtle self-discharge and degradation reactions invisible to standard electrochemical measurements.
Title
Microsoft 365
Type
Business Software
Description
Microsoft 365 is a product family of productivity software, collaboration and cloud-based services owned by Microsoft.
Title
Microsoft Access
Type
Business Software
Description
Microsoft Access is a database management system from Microsoft that combines the relational Access Database Engine with a graphical user interface and software-development tools
Title
Microsoft Azure Cloud Services | Professional Development | Skills Training | Business Software
Type
Business Software
Description
Azure cloud platform is more than 200 products and cloud services designed to help you bring new solutions to life—to solve today’s challenges and create the future.
Title
Microsoft Copilot
Type
Hard Skills
Description
Microsoft Copilot is Microsoft's AI assistant integrated across Office 365 applications — Word, Excel, PowerPoint, Teams, and Outlook — enabling natural-language interaction with documents, spreadsheets, email, and enterprise data. As a hard skill it requires understanding which Copilot capabilities apply in each application, writing effective natural-language prompts that specify context and output format, and verifying AI-generated content before sharing it in professional contexts. Battery manufacturing and operations teams apply Copilot to draft quality reports, summarize Teams meeting notes, generate PowerPoint presentations from technical data, and accelerate Excel-based data analysis without advanced formula knowledge.
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