Expert-thinking profile for Finite Element Analyst (computational / simulation / verification & validation): Reasons from discretization error, element technology, and constraint physics; runs mesh convergence and Richardson studies, Nastran/Abaqus/ANSYS…
Skills in this repository
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SkillsMP has collected 1,211 skills from stanfish06/skillquarium. Open a skill to review its source and details.
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Expert-thinking profile for Fire Protection Engineer (design / engineering / performance-based fire modeling): Reasons from NFPA 13 Hazen-Williams hydraulics (K-factor, remote area, hose stream) and NFPA 101 egress (occupant load, travel distance, capacity…
Expert-thinking profile for Fisheries Scientist (stock assessment / population dynamics / harvest control rules / MSE / reference points (F_MSY, B_lim)): Reasons from recruitment, growth, and natural and fishing mortality through state-space assessment models…
Expert-thinking profile for Flavor & Fragrance Chemist (aroma chemistry / GC-MS-O analysis / sensory evaluation / formulation / regulatory (IFRA, FEMA GRAS)): Reasons from odor activity values, threshold perception, matrix release, and degradation kinetics…
Expert-thinking profile for Fluid Dynamicist (computational CFD / theoretical scaling / experimental validation): Reasons from Navier–Stokes and dimensionless scaling through RANS/LES/DNS selection, mesh/y+ strategy, OpenFOAM/Fluent workflows, and MMS + ASME…
Expert-thinking profile for Fluid Mechanics Engineer (plant hydraulics / piping & pump systems / CFD verification): Reasons from Navier–Stokes reductions through Darcy–Weisbach/Crane TP-410 pipe networks, pump system curves, NPSH/affinity laws, HI…
Expert-thinking profile for Food Chemist (analytical / regulatory food chemistry): Reasons from food matrix effects, aw and lipid oxidation, AOAC-validated HPLC/GC- MS/LC-MS/MS, FoodData Central/FNDDS, and trained sensory panels while treating matrix…
Expert-thinking profile for Food Engineer (process engineering / thermal & nonthermal processing / HACCP validation / pilot-to-plant scale-up): Reasons from water activity, thermal microbiology, transport-coupled reaction, and rheology through heat-…
Expert-thinking profile for Food Microbiologist (QC lab / food safety / spoilage ecology / HACCP / method validation (ISO 16140, BAM)): Reasons from food as a hurdle- governed matrix of water activity, pH, and redox through BAM/ISO reference methods, c/n/m/M…
Expert-thinking profile for Food Scientist (product development / process engineering / sensory / food-safety systems): Reasons from a_w and GAB isotherms, Maillard/acrylamide kinetics, HLB emulsions, TPA/rheology, ISO sensory methods, and HACCP/FSMA…
Expert-thinking profile for Forensic Chemist (accredited crime lab / seized-drug & trace analysis / GC-MS & LC-MS/MS / courtroom reporting (SWGDRUG, ISO/IEC 17025, Daubert/Frye)): Reasons from chain of custody, validated methods, measurement uncertainty, and…
Expert-thinking profile for Forestry Scientist (field / inventory / silviculture / remote sensing / forest carbon): Reasons from silvicultural systems, site index, DGH and DBH increment, and FIA cruise design through FVS/ORGANON calibration, LiDAR area- based…
Expert-thinking profile for Formal Methods Researcher (theoretical / verification / interactive proof & model checking): Reasons from operational semantics and temporal logics through SPIN/TLA+/PRISM, Coq/Lean/Isabelle, Z3/CVC5, refinement and separation…
Expert-thinking profile for Foundation Engineer (geotechnical design / deep & shallow foundations / soil-structure interaction / LRFD (AASHTO, Eurocode 7) / site investigation): Reasons from effective stress, ULS versus SLS limit states, and…
Expert-thinking profile for FPGA Engineer (RTL design / timing closure / CDC / SoC integration / lab bring-up (Vivado, Quartus)): Reasons from metastability budgets, setup/hold margins, and tool-reported WNS/TNS through Vivado/Quartus timing and CDC reports,…
Expert-thinking profile for Functional Genomics Scientist (pooled screens / CRISPR- RNAi-ORF / MPRA / Perturb-seq / dependency analysis / hit validation): Reasons from perturbation as causal probe, genotype-to-phenotype linkage, library representation, and…
Expert-thinking profile for Galactic Astronomer (Galactic archaeology / survey astrometry / stellar populations / chemodynamics / orbit modeling): Reasons from distance ladders, dust extinction, and survey selection functions through Gaia DR3 cross-matches,…
Design, critique, route, and implement Gantt charts and schedule visualizations. Use when the user mentions Gantt charts, project schedules, roadmaps with task spans, milestones, dependencies, predecessors, critical path, baselines, WBS, resource plans,…
Expert-thinking profile for Gene Therapy Scientist (clinical / research): Reasons from vector biology, biodistribution, linked potency, and integration risk through ddPCR titer, empty/full analytics, ISA and off-target NGS (GUIDE-seq, CIRCLE-seq), and ICH S12…
Expert-thinking profile for Genetic Counselor (clinical / research): Reasons from probabilistic penetrance, Bayesian pretest probability, and patient autonomy through three-generation pedigrees, ACMG/AMP variant criteria, ClinVar/ClinGen/gnomAD, NCCN and CPIC…
Expert-thinking profile for Geneticist (variant interpretation / GWAS-linkage / pedigree & crosses / population genetics (ACMG/AMP, ClinGen)): Reasons from particulate inheritance, segregation, recombination, allele frequency, and genotype- phenotype evidence…
Expert-thinking profile for Genome Engineering (CRISPR) Scientist (wet-lab / therapeutic / cell-line engineering): Reasons from NHEJ/HDR/MMEJ competition and editor modality choice through CRISPick/CRISPResso2 guide design, LOCK/lssDNA and RNP HDR, base and…
Expert-thinking profile for Genomicist (clinical / research): Reasons from reference- relative coordinates, haplotypes, variant classes, and sequencing-as-measurement through GATK/DeepVariant, VEP/ClinVar/gnomAD, GIAB/hap.py benchmarking, and ACMG/AMP-…
Expert-thinking profile for Geobiologist (biosignature assessment / isotope geochemistry / microbe-mineral petrography / deep-biosphere -omics / astrobiology): Reasons from metabolism, redox geochemistry, microbe-mineral interactions, and diagenetic filters…
Expert-thinking profile for Geodesist (space geodesy / reference-frame realization (ITRF) / GNSS-InSAR-SLR-VLBI-DORIS / crustal deformation / gravity-field modeling): Reasons from coordinates as four-dimensional objects with epoch, velocity, and frame…
Expert-thinking profile for Geodynamics & Tectonics Scientist (geodesy (GPS/InSAR) / earthquake hazard (PSHA) / geodynamic modeling / paleoseismology / tsunami): Reasons from plate kinematics, lithospheric rheology, and interseismic-versus-coseismic strain…
Expert-thinking profile for Geographic Information Scientist (GIS) (geospatial data engineering / CRS & topology / spatial statistics & geostatistics / network & hydrologic analysis / web GIS (OGC, STAC)): Reasons from location, topology, scale, and…
Expert-thinking profile for Geological Oceanographer (seafloor mapping / sedimentology / marine geophysics / coring & seismic / geohazards): Reasons from sediment transport mechanics, stratigraphic context, and accommodation through multibeam (EM122/EM712)…
Expert-thinking profile for Geologist (field / mapping / stratigraphy / petrography / structural geology): Reasons from Steno's principles and Walther's Law through Brunton strike/dip, measured sections, hand-lens rock ID (QAPF/Folk/Dunham), thin-section…
Expert-thinking profile for Geomorphologist (field mapping / DEM geomorphometry / cosmogenic dating / landscape evolution modeling): Reasons from coupled form, process, and time and from rates, thresholds, and lag times through field mapping, lidar/SfM DEM…
Expert-thinking profile for Geophysicist (field acquisition / processing / inversion / interpretation): Reasons from wavelength and skin-depth limits through earthquake catalogs (USGS ComCat, ObsPy/FDSN), Bouguer/IGRF gravity-magnetics, MT distortion and…
Design geospatial and cartographic visualizations. Use when the user needs help deciding whether to use a map, choosing projections or basemaps, building choropleths or symbol maps, or implementing thematic maps, slippy maps, or geospatial interactions with…
Expert-thinking profile for Geotechnical Engineer (design / field investigation / construction engineering): Reasons from effective stress and LRFD/EC7 limit states through GDR/GBR/FDR deliverables, shallow and deep foundations (GEC 6/10/12), excavation…
Expert-thinking profile for Geotechnical Scientist (field / lab / computational geotechnics): Reasons from Terzaghi effective stress, Mohr–Coulomb/CSSM, and consolidation/seepage through SPT/CPTU (Robertson SBT), triaxial/oedometer (ASTM D-series),…
Expert-thinking profile for Gerontologist (clinical / research): Reasons from senescence hallmarks, frailty, multi-morbidity, and life-course exposures through validated instruments (Fried phenotype, Rockwood CFS, SPPB/gait speed), epigenetic clocks (Horvath,…
Expert-thinking profile for Glaciologist (field / remote sensing / ice-core paleoclimate / ice-sheet modeling): Reasons from mass-budget closure (SMB, dynamic discharge, calving), Glen flow law, and subglacial effective pressure through WGMS/GlaMBIE stake…
Expert-thinking profile for Global Health Researcher (field / health systems / implementation & mixed-methods research): Reasons from burden, equity, and health- system building blocks through DHS/MICS/DHIS2/GBD triangulation, cluster and stepped- wedge…
Expert-thinking profile for Glycobiologist (wet-lab / structural glycobiology / glycomics & glycoproteomics): Reasons from N-/O-glycan biosynthesis, O-GlcNAc cycling (OGT/OGA), LC-MS glycomics, exoglycosidase sequencing, and lectin microarrays; uses…
Build data visualizations with declarative grammars. Use when the user needs Vega-Lite, Vega, Observable Plot, or grammar-of-graphics reasoning, especially for tabular charts that do not require bespoke rendering.
Expert-thinking profile for Gravitational Physicist (GW data analysis / matched-filter search & PE / numerical relativity / GR tests (LVK, GWOSC)): Reasons from calibrated strain, colored non-stationary noise PSDs, matched-filter SNR, and Bayesian posteriors…