TitlePhysical Chemistry | Foundational Fundamentals | Skills Training | Professional DevelopmentTypeFoundational FundamentalsDescriptionExplore physical chemistry principles like energy, reaction rates, and molecular behavior in science and engineering.
TitlePipes, Valves & PumpsTypeHard SkillsDescriptionPiping, 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.
TitlePipettingTypeHard SkillsDescriptionPipetting 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.
TitlePneumatic Equipment & SystemsTypeHard SkillsDescriptionPneumatic 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.
TitlePostdoc Fellowships Vs. Industry | Professional Development | Skills Training | Career Job SearchTypeCareer Job SearchDescriptionCompare postdoc fellowships vs. industry careers, including benefits, challenges, and key factors to help you choose the right path after graduation.
TitlePotentiostats & GalvanostatsTypeHard SkillsDescriptionPotentiostats 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.
TitlePower BITypeHard SkillsDescriptionMicrosoft 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.
TitlePre Calculus | Foundational Fundamentals | Skills TrainingTypeFoundational FundamentalsDescriptionExplore pre-calculus fundamentals, including equations, graphs, and trigonometry, to build a strong math foundation.
TitlePresentationsTypeSoft SkillsDescriptionPresentations are the workhorse format for moving an audience from where they are to a decision, an action, or a deeper understanding of your work. The skill blends content design (clear narrative, well-chosen evidence, minimal slides) with delivery (pacing, voice, presence) and audience awareness. In technical fields, strong presentation skills are often the bridge between excellent analysis and the funding, support, or adoption that analysis needs to matter.
TitlePrinted Circuit Board (PCB)TypeHard SkillsDescriptionPrinted 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.
TitlePrioritizing & ProcrastinationTypeSoft SkillsDescriptionPrioritizing and managing procrastination is the practical skill of choosing what to do next when there is more work than time, and actually starting on the right thing. Practitioners use frameworks like Eisenhower matrices, weekly planning, time-blocking, and small-step starts to keep the most important work moving against the gravitational pull of easier, urgent tasks. Strong execution here is one of the most consistent differentiators between professionals at every level.
TitleProblem Solving & Analytical/critical ThinkingTypeSoft SkillsDescriptionProblem solving, analytical thinking, and critical thinking are the linked skills of defining a problem clearly, decomposing it, evaluating evidence, and arriving at a defensible conclusion or action. The toolkit includes root-cause techniques (5 Whys, fishbone), structured decision frameworks, hypothesis-driven analysis, and the discipline to separate what you know from what you assume. In engineering, R&D, and operations, this is the single most differentiating skill across career levels.
TitleProcess Control & MappingTypeHard SkillsDescriptionProcess 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.
TitleProfessional Photos | Skills Training | Career Job Search | Professional Development | MetconnTypeCareer Job SearchDescriptionLearn how to take professional photos for LinkedIn and resumes to create a strong first impression and enhance your personal brand.
TitleProfessional WritingTypeSoft SkillsDescriptionProfessional writing is the skill of producing clear, concise, accurate prose for emails, memos, reports, proposals, and documentation that get acted on the first time. Strong writers structure for the reader, lead with the point, use plain language, and edit aggressively for length and clarity. In distributed and async work environments, this skill increasingly determines how much influence a contributor's ideas actually have.
TitleProgramming, Coding & DevelopmentTypeHard SkillsDescriptionGeneral 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.
TitleProject ManagementTypeSoft SkillsDescriptionProject management in battery production runs line installations, equipment qualifications, process-change implementations, and new-cell-introduction launches against fixed customer start-of-production dates. As a soft skill it requires building credible schedules, managing supplier and contractor dependencies, and surfacing schedule risk to leadership before it becomes a launch slip. Disciplined project management is what keeps a gigafactory ramp tied to delivery commitments instead of slipping quarter after quarter on integration issues.
TitlePrompt EngineeringTypeHard SkillsDescriptionPrompt 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.
TitleProtection SystemsTypeHard SkillsDescriptionProtection 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.
TitlePublic SpeakingTypeSoft SkillsDescriptionPublic speaking is the skill of delivering remarks that hold an audience's attention and move them — from a five-minute team update to a keynote in a packed room. It is built through preparation (a clear core message, a tight structure, deliberate rehearsal) and physical practice (breath, voice, posture, eye contact) that lets the speaker handle nerves and adapt in real time. For technical professionals, comfort on a stage often unlocks roles, audiences, and opportunities that pure individual contribution does not reach.
TitlePytorchTypeHard SkillsDescriptionPyTorch is an open-source deep learning library by Meta, known for its easy-to-use API, GPU acceleration, and popularity in AI research.
TitlePythonTypeHard SkillsDescriptionPython 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.
TitleQR Codes, RFID & LIDARTypeHard SkillsDescriptionQR 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.
TitleQualified/competent Person (QP/CP)TypeHard SkillsDescriptionThe 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.
TitleQuality Control, FMEA & APQPTypeHard SkillsDescriptionQuality 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.
TitleRTypeHard SkillsDescriptionR 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.
TitleR&D MethodologyTypeHard SkillsDescriptionR&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.
TitleRaman SpectroscopyTypeHard SkillsDescriptionRaman 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.
TitleRaspberry PiTypeHard SkillsDescriptionRaspberry 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.
TitleRecord Keeping & Lab BooksTypeHard SkillsDescriptionLaboratory 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.
TitleRecruiting & HiringTypeHard SkillsDescriptionRecruiting 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.
TitleReferencing & Scientific LiteratureTypeHard SkillsDescriptionAcademic 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.
TitleReliability & MaintenanceTypeHard SkillsDescriptionReliability 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.
TitleRemote WorkersTypeSoft SkillsDescriptionLeading remote workers in a battery organization typically means coordinating with off-site design engineers, supplier-resident teams, and corporate functions that support the plant from a distance. As a soft skill it requires deliberate communication cadence, clarity on which decisions are asynchronous versus synchronous, and trust-building without the benefit of floor-side proximity. Leaders who do this well keep remote contributors aligned to plant priorities so that a process spec change or supplier deviation does not stall behind a missed time-zone window.
TitleResearcher ProfilesTypeHard SkillsDescriptionResearcher 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.
TitleResigning From a Job | Skills Training | Career and Job Search | Professional Development | MetconnTypeCareer Job SearchDescriptionLearn how to resign from a job professionally, including writing a resignation letter, giving notice, and leaving on good terms.
TitleResume CV Preparation | Professional Development | Skills Training | Career Job SearchTypeCareer Job SearchDescriptionLearn how to create a strong resume or CV with tips on formatting, content, and highlighting skills to stand out to employers.
TitleRetrieval-augmented Generation (RAG)TypeHard SkillsDescriptionRetrieval-augmented generation (RAG) lets AI models pull in external data to improve accuracy, reduce hallucinations, and cite sources.
TitleRheometers & ViscometersTypeHard SkillsDescriptionRheometers 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.
TitleRhinoTypeHard SkillsDescriptionRhinoceros 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.
TitleRigging & LiftingTypeHard SkillsDescriptionRigging 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.
TitleRobotics & AutomationTypeHard SkillsDescriptionRobotics 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.
TitleRockworksTypeHard SkillsDescriptionRockWorks 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.
TitleSOLIDWORKSTypeHard SkillsDescriptionSolidWorks 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.
TitleSalary Negotiation and Raises | Skills Training | Career Job Search | Professional Development | MetconnTypeCareer Job SearchDescriptionLearn how to negotiate salary and request raises with confidence, including tips for compensation, timing, and communication.
TitleScalaTypeHard SkillsDescriptionScala 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.