Skills Training
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Title
Type
Description
Title
Design (& Analysis) of Experiments (doe)
Type
Hard Skills
Description
Design of experiments (DOE) is the statistical methodology for planning experiments that extract the most information from the fewest runs, using factorial, fractional factorial, response surface, and mixture designs. Practitioners use it to screen factors, optimize processes, and quantify interactions and noise contributions in R&D and manufacturing settings. Strong DOE practice replaces one-factor-at-a-time intuition with rigorous, model-based learning and is core to Six Sigma and modern materials informatics.
Title
Design Basics
Type
Hard Skills
Description
Design basics cover the foundational vocabulary and skills that every engineering designer needs: orthographic projection, GD&T, dimensioning standards, datums, tolerances, and the conventions of drawing interpretation. The topic also frames the design process itself — requirements, concept generation, trade studies, design reviews, and design for manufacturing and assembly. A solid grounding here is what distinguishes a competent CAD operator from an effective designer.
Title
Design for Manufacturing (DFM)
Type
Hard Skills
Description
Design for Manufacturing (DFM) discipline shapes battery cell, module, and pack designs so they can be built reliably at scale and at acceptable cost. As a hard skill it requires evaluating tolerance stack-ups, joining-method selection, tooling impact, and assembly sequence early in the product cycle. Engineers apply DFM during cell tab configuration, module clamping strategy, and pack enclosure design to eliminate features that would slow the line or cause yield loss in production.
Title
Devops
Type
Hard Skills
Description
DevOps brings development and operations practices together to ship and run the software that surrounds battery production — MES, data pipelines, BMS over-the-air updates, fleet telemetry ingestion. As a hard skill it requires fluency in infrastructure-as-code (Terraform, CloudFormation), container orchestration, observability tooling (logs, metrics, traces), and the on-call discipline to be paged when a coater's data ingestion stops at 3am. Practitioners apply this when standing up the cloud infrastructure that ingests fleet pack data, when automating MES deployments across multiple plants, and when wiring up alerting that fires before a quality issue propagates downstream.
Title
Differential Equations | Foundational Fundamentals | Skills Training
Type
Foundational Fundamentals
Description
Explore differential equations and how they describe relationships between variables in evolving systems.
Title
Differential Scanning Calorimetry (DSC)
Type
Hard Skills
Description
Differential scanning calorimetry (DSC) measures heat flow in or out of a sample as it is heated or cooled, revealing transitions such as melting, crystallization, glass transition, and reaction enthalpies. R&D scientists use it to characterize polymers, pharmaceuticals, food, energetic materials, and battery components, with quantitative kinetics extracted via methods like Kissinger or Vyazovkin. Routine DSC is a workhorse technique in materials labs and is closely paired with TGA for full thermal characterization.
Title
Digital Twinning
Type
Hard Skills
Description
Digital twins create live software models of battery production equipment and the cells they produce, fed by real-time sensor data from the physical line. As a hard skill it requires sensor integration, model calibration against historical run data, and use of the twin to simulate process changes before committing them on the line. Teams use digital twins to predict electrode coating defects, optimize formation cycling parameters, and validate maintenance windows without halting production.
Title
Drawing Schematics
Type
Hard Skills
Description
Drawing schematics is the discipline of producing the symbolic electrical drawings that document every circuit in a battery production line and every pack design — power distribution, control wiring, instrumentation, BMS architecture. As a hard skill it requires fluency in IEEE/IEC schematic symbols, hierarchical drawing organization, and the rules of layered drawings (single-line, three-line, ladder, control). Engineers and technicians apply it when issuing drawings for a new pack-test fixture, when red-lining a coater's PLC panel during commissioning, and when handing off as-built documentation to maintenance teams.
Title
Drilling-blasting Operations
Type
Hard Skills
Description
Drilling and blasting operations break rock to free ore from the host formation, using patterned boreholes and engineered explosive charges to control fragmentation and throw. Operators must balance powder factor, hole spacing, and timing delays to maximize muck pile diggability while limiting vibration, flyrock, and wall damage. Mastery of this skill is core to productivity in open-pit and underground mining and is tightly regulated under MSHA and ATF rules.
Title
Drones
Type
Hard Skills
Description
Drones (UAVs) in a design context encompass the mechanical, electrical, and software engineering disciplines required to specify, design, build, and certify unmanned aerial systems for commercial, industrial, and defense applications. As a hard skill it requires integrating airframe structures, propulsion systems, avionics, power distribution, and payload interfaces within regulatory constraints (FAA Part 107, DO-178C for certified systems), and validating performance through simulation and flight test. Design engineers apply drone engineering to develop custom inspection platforms, autonomous survey UAVs, and payload-delivery systems where commercial off-the-shelf drones lack the required performance, endurance, or payload capacity.
Title
EPLAN Electric P8
Type
Hard Skills
Description
EPLAN Electric P8 is the leading European electrical CAE platform for designing control panels, wiring diagrams, and PLC documentation — heavily used by European battery-production-equipment suppliers (Manz, Dürr, Schuler). As a hard skill it requires fluency in EPLAN's macro library, page-type system, and bill-of-material generation, plus the discipline to maintain master data so cross-references and reports stay consistent. Electrical designers apply it when authoring panel drawings for cell-finishing equipment, integrating supplier panel documentation into a plant standard, and generating wire labels and terminal diagrams that match the panel build.
Title
ETAP
Type
Hard Skills
Description
ETAP is the dominant electrical power system analysis and simulation platform — used to model the plant-wide power distribution feeding battery production lines, including load flow, short-circuit, arc-flash, and transient stability studies. As a hard skill it requires building accurate one-line diagrams, parameterizing transformers, cables, motors, and drives, running coordination studies, and interpreting fault calculations against breaker and fuse ratings. Plant electrical engineers apply it during plant build-out, when adding a new formation rack or coating line to a substation, and when issuing arc-flash labels for every panel in the production area.
Title
Earth Science
Type
Hard Skills
Description
Earth science provides the geological, geochemical, and geophysical foundation mining professionals use to locate, characterize, and extract mineral resources. It spans plate tectonics, mineralogy, sedimentology, hydrology, and structural geology, all interpreted through field mapping, drilling, and analytical instrumentation. A solid grounding in earth science underpins every downstream decision from exploration targeting to mine closure and reclamation planning.
Title
Electrical
Type
Hard Skills
Description
Electrical
Title
Electrical Instruments & Measurements
Type
Hard Skills
Description
Electrical instruments and measurement — multimeters, oscilloscopes, clamp meters, LCR meters, insulation testers, power quality analyzers — are the tools that let battery production teams characterize cells, packs, and the equipment that builds them. As a hard skill it requires choosing the right instrument for the job, understanding measurement uncertainty and probe loading, and reading waveforms to spot transients, noise, or marginal performance. Engineers and technicians apply this during cell formation testing, when hunting ground faults on a pack-test rack, or when validating that a coating dryer's heating element draws clean three-phase power.
Title
Electrical Maintenance & Repairs
Type
Hard Skills
Description
Electrical maintenance and repairs keep the power distribution, control panels, drives, and instrumentation on a battery production line running reliably and safely. As a hard skill it requires diagnostic skill (insulation testing, thermography, harmonic analysis), comfort with high-voltage and high-current work under arc-flash PPE, and the discipline of lockout/tagout before touching anything energized. Electricians apply it when chasing intermittent faults on a coater's VFD, when re-terminating loose connections on a pack-test bus, or when refurbishing aged switchgear in a dry-room support panel.
Title
Electrical Power & High Voltage (HV) Systems
Type
Hard Skills
Description
Electrical power and high-voltage systems engineering covers the design, commissioning, and safe operation of medium- and high-voltage equipment — switchgear, transformers, cable systems, bus ducts, and protection relays — that supply and distribute power to battery production facilities and to the packs themselves during test. As a hard skill it requires power systems analysis (load flow, short-circuit, arc-flash per NFPA 70E), understanding of HV isolation and interlocking requirements, and the elevated PPE and safe-approach discipline mandated for work on energized equipment above 600 V. Electrical engineers apply this when engineering the MV distribution feeding a gigafactory's formation and testing areas, when sizing high-voltage DC bus systems for pack-level abuse testing, and when coordinating protection devices across a plant substation to achieve selective fault isolation without tripping production.
Title
Electrical Safety
Type
Hard Skills
Description
Electrical safety in battery manufacturing addresses the unusual hazards of working around high-voltage DC pack-test stations, three-phase production equipment, and stored energy in finished packs that cannot simply be turned off. As a hard skill it requires knowing NFPA 70E arc-flash boundaries, applying the hierarchy of controls, sizing PPE to the incident energy, and never relying on a single energy-isolation step. Safety leads and electricians apply this on every approach to a pack-test bay, when commissioning new formation racks, and when authorizing live work that cannot be performed de-energized.
Title
Electricity & Electronic Circuits
Type
Hard Skills
Description
Electricity and electronic circuits — DC fundamentals, AC analysis, semiconductor behavior, analog and digital design — underpin every meaningful conversation about cells, packs, BMS hardware, and the equipment used to build them. As a hard skill it requires solid grasp of Ohm's law, Kirchhoff's laws, Thevenin/Norton equivalents, and the behavior of transistors, op-amps, and switching converters under battery-relevant loads. Engineers apply this when designing pack-level current shunts, when sizing pre-charge resistors for contactor circuits, and when analyzing why a sensor signal goes noisy under load.
Title
Electroanalytical Techniques
Type
Hard Skills
Description
Electroanalytical techniques — cyclic voltammetry, chronoamperometry, chronopotentiometry, rotating-disk and rotating-ring-disk methods, and pulsed voltammetries — measure current, charge, and potential to study electron-transfer reactions at electrodes. R&D scientists use them to characterize redox couples, reaction mechanisms, electrocatalysts, and battery and corrosion behavior. Skilled practitioners combine controlled cell hardware, clean electrodes and electrolytes, and rigorous analysis to extract kinetic and thermodynamic parameters from noisy data.
Title
Electrochemical Impedance Spectroscopy (EIS)
Type
Hard Skills
Description
Electrochemical impedance spectroscopy (EIS) probes the frequency-dependent response of an electrochemical system to a small AC perturbation, separating processes by time scale into distinct features in Nyquist and Bode plots. R&D scientists use equivalent-circuit and physics-based fitting to extract bulk and interfacial resistance, charge-transfer kinetics, diffusion, and capacitance in batteries, fuel cells, corrosion, and coatings. Mastery requires both careful experimental design and rigorous, model-aware data analysis.
Title
Electrochemistry | Foundational Fundamentals | Skills Training | Professional Development
Type
Foundational Fundamentals
Description
Understand electrochemistry fundamentals, from electron transfer to energy storage and real-world applications.
Title
Electron Energy Loss Spectroscopy (EELS)
Type
Hard Skills
Description
Electron energy-loss spectroscopy (EELS) measures the energy lost by electrons as they pass through a thin specimen in a transmission electron microscope, revealing elemental composition, oxidation state, bonding, and electronic structure at near-atomic resolution. As a hard skill it requires preparing electron-transparent specimens, acquiring spectra with high signal-to-noise, and performing background subtraction, multiple-scattering correction, and quantitative analysis using reference cross-sections. Battery researchers apply EELS to probe lithiation-state gradients, transition-metal valence changes, and interfacial chemistry in cathodes and solid electrolytes at a spatial scale no other technique can match.
Title
Elemental/chemical Analysis
Type
Hard Skills
Description
Elemental and chemical analysis encompasses the suite of techniques — combustion analysis, ICP, AAS, XRF, EDX, ion chromatography — used to determine the elemental or molecular composition of a sample quantitatively. As a hard skill it requires selecting the right method for the matrix and concentration range, preparing certified reference standards, and applying the technique's calibration model correctly to convert raw instrument output into accurate concentration data. Battery R&D teams apply elemental analysis to verify cathode stoichiometry, certify incoming raw materials, track impurity levels in electrolytes, and close mass balances in recycling process development.
Title
Elevenlabs
Type
Hard Skills
Description
ElevenLabs software offers AI-powered text-to-speech, voice cloning, dubbing, music generation, and speech recognition tools for lifelike audio.
Title
Emotional Intelligence (EQ)
Type
Soft Skills
Description
Emotional intelligence (EQ) is the ability to recognize, understand, and manage your own emotions while perceiving and responding skillfully to the emotions of others. It is built from self-awareness, self-regulation, motivation, empathy, and social skill, and it is developed through practice rather than read from a book. Research consistently links high EQ to leadership effectiveness, team performance, and career advancement, especially as roles become more cross-functional and people-intensive.
Title
Empathy
Type
Soft Skills
Description
Empathy is the capacity to accurately sense another person's experience and to communicate that understanding in a way they recognize, without losing your own perspective. It combines cognitive empathy (understanding what someone is thinking) with affective empathy (sensing what they're feeling) and compassionate action (responding helpfully). Strong empathy is essential to leadership, customer-facing work, peer collaboration, and the kind of safety culture that surfaces problems before they become incidents.
Title
Energy Dispersive X-ray Spectroscopy (EDX) & Energy Dispersive Spectroscopy (EDS)
Type
Hard Skills
Description
Energy-dispersive X-ray spectroscopy (EDX or EDS) identifies elements and their local concentrations in a sample by detecting characteristic X-rays emitted when an electron beam excites the material, typically inside a scanning or transmission electron microscope. As a hard skill it requires understanding the interaction volume and spatial resolution limits, setting correct accelerating voltage and beam current, and interpreting spectra quantitatively while accounting for matrix effects and overlapping peaks. Battery researchers use EDX to map elemental distribution across electrode cross-sections, detect contamination at interfaces, and characterize cathode particle composition after cycling.
Title
Entrepreneurship
Type
Hard Skills
Description
Entrepreneurship covers the work of starting and scaling new ventures, from idea validation and customer discovery to legal formation, fundraising, hiring, and building repeatable go-to-market motions. It demands fluency across product, sales, finance, and operations under conditions of high uncertainty and limited resources. The discipline is central to the manufacturing and energy transitions, where many breakthrough technologies originate in startups and small businesses.
Title
Environmental Engineering
Type
Hard Skills
Description
Environmental engineering in mining manages water quality, air emissions, waste rock, tailings, and reclamation obligations so operations comply with NEPA, Clean Water Act, and state permit conditions. Engineers design treatment systems for acid rock drainage, dust controls, sediment ponds, and revegetation plans that span the full mine life cycle. Strong environmental engineering protects the social license to operate and prevents the legacy liabilities that have historically plagued the industry.
Title
Equipment Maintenance & Repair
Type
Hard Skills
Description
Equipment maintenance and repair keeps the haul trucks, shovels, drills, conveyors, and crushers that define mining productivity available and safe to operate. Technicians combine hydraulic, electrical, mechanical, and welding skills with predictive maintenance data from telematics and oil analysis to schedule interventions before failure. Because unplanned downtime on a $5M+ haul truck can cost six figures per shift, this skill directly drives unit cost and operating margin.
Title
Etching & Deposition
Type
Hard Skills
Description
Etching and deposition processes shape and build thin-film structures in semiconductor and battery research by selectively removing or adding material with nanometer-scale precision. As a hard skill it requires understanding wet-chemical and dry plasma etch chemistry, masking and resist techniques, and the process parameters governing deposition rate, step coverage, and film stress. Battery researchers apply etching to prepare cross-sections for analysis and to pattern electrode features, and deposition to fabricate thin-film cell stacks, protective coatings, and current collector layers in next-generation solid-state and micro-battery devices.
Title
Ethernet
Type
Hard Skills
Description
Ethernet — including industrial variants like PROFINET, EtherNet/IP, EtherCAT, and Modbus TCP — is the backbone of communication between PLCs, HMIs, drives, MES, and sensors on a battery production line. As a hard skill it requires understanding industrial topology (ring, star, daisy-chain), VLAN segmentation between OT and IT, managed-switch configuration, and protocol-level troubleshooting with Wireshark. Network engineers and controls engineers apply this when commissioning a new coater's PROFINET I/O, integrating an MES Ethernet feed into formation testing, or hunting a chatty broadcast that's jittering a critical real-time loop.
Title
Exploration & Core Logging
Type
Hard Skills
Description
Exploration core logging is the systematic description of drill core to capture lithology, alteration, mineralization, structure, and geotechnical character at depth. Loggers record observations in standardized digital templates that feed the geological database used for resource modeling and ore-grade estimation. The quality of logging data directly determines the reliability of reserve statements and the economic case for advancing a deposit.
Title
FTIR Spectroscopy
Type
Hard Skills
Description
Fourier-transform infrared spectroscopy (FTIR) measures the absorption of infrared light by molecular vibrations, producing a fingerprint spectrum that identifies functional groups and chemical bonds in a sample. As a hard skill it requires selecting the appropriate sampling accessory (ATR, transmission, diffuse reflectance), maintaining background and calibration standards, and interpreting complex spectra for mixtures and degradation products. Battery researchers apply FTIR to identify electrolyte decomposition products on electrode surfaces, monitor solid electrolyte interphase composition, and verify the chemical identity and purity of synthesized materials.
Title
Facilities Management
Type
Hard Skills
Description
Facilities management ensures that buildings, utilities, and workplace services support the operations they house — covering maintenance, energy, security, space planning, vendor management, and compliance with safety and accessibility codes. Strong facilities teams use CMMS platforms, condition assessments, and lifecycle planning to balance reliability, cost, and capital reinvestment. For industrial sites, facilities work directly affects production uptime and is closely tied to EHS performance.
Title
Faculty Positions | Professional Development | Skills Training | Career Job Search
Type
Career Job Search
Description
Learn how to apply for faculty positions with tips on CVs, research statements, teaching portfolios, and the academic job search process.
Title
Feedback
Type
Soft Skills
Description
Giving and receiving feedback well is the skill that turns daily work into deliberate practice for everyone on a team. Strong feedback is specific, timely, behaviorally grounded, and tied to impact — delivered with care and received without defensiveness, even when it stings. Teams that build this muscle catch problems early, develop people faster, and tolerate the honest disagreement that produces better engineering and business decisions.
Title
First Impressions
Type
Soft Skills
Description
First impressions are formed in seconds and are stubbornly hard to revise later, which makes the early moments of any new encounter disproportionately important. The skill blends preparation (research, attire, materials), presence (eye contact, posture, voice), and content (a clear, relevant opening) to leave the impression you intend. In interviews, sales meetings, networking, and onboarding into new teams, deliberate management of first impressions pays out for months afterward.
Title
Flotation Cell
Type
Hard Skills
Description
Flotation cells separate valuable mineral particles from gangue by generating fine air bubbles in a slurry, to which hydrophobic particles selectively attach and float to the surface for collection. As a hard skill it requires understanding frother and collector reagent chemistry, adjusting impeller speed, air flow, and pH to maximize recovery and grade, and interpreting concentrate and tailings assays to diagnose process performance. Battery researchers and process engineers apply flotation to concentrate lithium minerals such as spodumene and lepidolite from ore, and to recover critical minerals from black mass in lithium-ion battery recycling.
Title
Focus & Time Management
Type
Soft Skills
Description
Focus and time management are the practical skills that decide whether a workweek produces real output or just activity. The skill set includes calendar discipline, time-blocking, single-tasking, managing interruptions and notifications, and matching the hardest work to your peak attention hours. In knowledge work, sustained focus on the right thing is rare and disproportionately valuable — it is often the single biggest differentiator in individual productivity.
Title
Focused Ion Beam (FIB)
Type
Hard Skills
Description
Focused ion beam (FIB) instruments direct a tightly focused beam of gallium or other ions to mill, cut, and deposit material with nanometer precision, and are often combined with a scanning electron microscope in dual-beam systems. As a hard skill it requires selecting mill currents for bulk removal versus fine polishing, preparing site-specific TEM lamellae, and using gas-injection systems for platinum or carbon deposition. Battery researchers use FIB to prepare electron-transparent cross-sections of battery interfaces, remove material from specific regions of interest on cycled electrodes, and observe crack propagation and dendrite morphology at nanometer scale.
Title
Forklifts
Type
Hard Skills
Description
Forklifts are the workhorse of warehouses, distribution centers, and manufacturing floors, moving palletized and heavy loads in tight spaces with high frequency. OSHA-mandated operator training covers vehicle classes (counterbalance, reach, order picker), pre-shift inspections, load capacity, pedestrian safety, and stable stacking practices. Forklift skill and discipline are central to both throughput and safety, since this class of equipment is involved in a disproportionate share of warehouse incidents.
Title
Friendships
Type
Soft Skills
Description
Friendships at and around work are the relationships that sustain motivation, expand your network, and provide honest feedback that more formal channels rarely deliver. The skill is investing in them deliberately — staying in touch, showing up for people, and giving more than you take — rather than only reaching out when you need something. Strong professional friendships are among the most reliable predictors of career longevity and satisfaction.
Title
Gdb, Kgdb & Jtag
Type
Hard Skills
Description
GDB, KGDB, and JTAG are the debugging tools embedded engineers reach for when BMS firmware misbehaves on real silicon — single-stepping through ISRs, inspecting register state, dumping memory while the pack is energized. As a hard skill it requires fluency in GDB scripting, comfort with JTAG/SWD probe setup (Segger J-Link, OpenOCD), understanding of the ARM Cortex-M debug architecture, and the patience to bisect a heisenbug across thousands of CAN-bus messages. Firmware engineers apply this when chasing a rare BMS reset that only shows up at low SoC, when reverse-engineering a vendor microcontroller's undocumented peripheral, or when bringing up a brand-new pack controller PCB.
Title
Gas Chromatography (GC)
Type
Hard Skills
Description
Gas chromatography (GC) separates volatile and semi-volatile compounds in a mixture by partitioning them between a moving gas phase and a stationary phase in a heated column, then detects them with FID, TCD, or mass spectrometry. As a hard skill it requires selecting column chemistry, optimizing temperature programs, preparing calibration standards in the right matrix, and identifying peaks from retention time and mass-spectral data. Battery researchers apply GC to quantify gas evolution during formation and abuse testing, identify electrolyte decomposition products in aged cells, and monitor solvent impurities in fresh electrolyte batches.
Title
Gaussian
Type
Hard Skills
Description
Gaussian is a widely used quantum chemistry software package providing DFT, Hartree-Fock, MP2, CCSD(T), and excited-state methods for computing molecular properties, reaction energies, spectra, and transition states. As a hard skill it requires setting up input files with appropriate basis sets, methods, and convergence criteria, managing the high computational cost of correlated methods, and interpreting output for geometric, energetic, and spectroscopic properties. Battery researchers apply Gaussian to compute electrolyte molecule oxidative and reductive stability, model solvation structures of lithium salts, and rationalize spectroscopic observations from NMR, IR, and Raman experiments.
Title
Gaussian (normal) Distribution
Type
Hard Skills
Description
The Gaussian (normal) distribution is the foundational probability distribution in statistics, describing the bell-shaped spread of measurement errors, process variation, and many natural phenomena. As a hard skill it requires understanding the mean, standard deviation, and empirical rule, testing for normality before applying parametric methods, and knowing when the Gaussian assumption breaks down — as it does for skewed battery failure-time data or heavily tailed outlier distributions. Battery quality engineers and data scientists apply Gaussian statistics when interpreting formation capacity distributions, setting specification limits on cell-grading tests, and computing process capability indices (Cp, Cpk) that assume normally distributed data.
Title
General Chemistry | Foundational Fundamentals | Skills Training | Professional Development
Type
Foundational Fundamentals
Description
Explore general chemistry concepts like atomic structure, chemical reactions, and properties of matter in real-world applications.
Title
General Physics | Foundational Fundamentals | Skills Training | Professional Development
Type
Foundational Fundamentals
Description
Discover core physics principles and their real-world applications in science, technology, and engineering.
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