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|---|---|---|---|---|---|---|
analyze and record personnel or operational data and write related activity reports. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze and record test data to issue reports that use charts, graphs, or narratives. | 0.102397 | 0.391068 | 0.230937 | 0.052288 | 0.190632 | 0.03268 |
analyze and report computer network security breaches or attempted breaches. | 0.107632 | 0.201566 | 0.113503 | 0.082192 | 0.452055 | 0.043053 |
analyze available data and consult with other scientists to determine parameters of experimentation and suitability of analytical models. | 0 | 0.117647 | 0.090498 | 0.072398 | 0.597285 | 0.122172 |
analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze building codes, by-laws, space and site requirements, and other technical documents and reports to determine their effect on architectural designs. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice. | 0.063863 | 0.280374 | 0.345794 | 0.046729 | 0.250779 | 0.012461 |
analyze changes designed to improve the environmental performance of complex systems to avoid unintended negative consequences. | 0 | 0.270588 | 0.317647 | 0 | 0.352941 | 0.058824 |
analyze characteristics of animals to identify and classify them. | 0.110749 | 0.185668 | 0.107492 | 0 | 0.540717 | 0.055375 |
analyze chromosomes found in biological specimens to aid diagnoses and treatments for genetic diseases such as congenital birth defects, fertility problems, and hematological disorders. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze clinical data using appropriate statistical tools. | 0 | 0.387283 | 0.179191 | 0 | 0.352601 | 0.080925 |
analyze clinical or survey data using statistical approaches such as longitudinal analysis, mixed effect modeling, logistic regression analyses, and model building techniques. | 0 | 0.425926 | 0 | 0 | 0.277778 | 0.296296 |
analyze compensation policies, government regulations, and prevailing wage rates to develop competitive compensation plan. | 0 | 0.245902 | 0 | 0 | 0.409836 | 0.344262 |
analyze competitive market strategies through analysis of related product, market, or share trends. | 0 | 0.309524 | 0.321429 | 0 | 0.303571 | 0.065476 |
analyze completed police reports to determine what additional information and investigative work is needed. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze complex systems to determine potential for further development, production, interoperability, compatibility, or usefulness in a particular area, such as aviation. | 0 | 0.256881 | 0 | 0 | 0.422018 | 0.321101 |
analyze computer and information technologies to determine applicability to nursing practice, education, administration and research. | 0 | 0.25641 | 0 | 0 | 0.525641 | 0.217949 |
analyze corporate intelligence data to identify trends, patterns, or warnings indicating threats to security of people, assets, information, or infrastructure. | 0 | 0.283505 | 0.149485 | 0.103093 | 0.412371 | 0.051546 |
analyze credit data and financial statements to determine the degree of risk involved in extending credit or lending money. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze data from surveys, old records, or case studies, using statistical software. | 0.105825 | 0.253398 | 0.136893 | 0.065049 | 0.405825 | 0.03301 |
analyze data such as interview notes, test results, and reference manuals to identify symptoms and to diagnose the nature of clients' problems. | 0 | 0.263345 | 0.181495 | 0 | 0.523132 | 0.032028 |
analyze data to assess distance learning program status or to inform decisions for distance learning programs. | 0.043716 | 0.461749 | 0.237705 | 0 | 0.180328 | 0.076503 |
analyze data to determine answers to questions from customers or members of the public. | 0.02845 | 0.352774 | 0.059744 | 0.16074 | 0.332859 | 0.065434 |
analyze data to determine feasibility of product proposals. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze data to determine the effectiveness of specific treatments or therapy approaches. | 0 | 0.375 | 0.295455 | 0 | 0.244318 | 0.085227 |
analyze data to determine the effectiveness of treatments or therapy approaches. | 0 | 0.341935 | 0.258065 | 0 | 0.316129 | 0.083871 |
analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects. | 0 | 0.30137 | 0.219178 | 0 | 0.39726 | 0.082192 |
analyze data, using statistical methods and applications, to evaluate the outcomes and effectiveness of workplace programs. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze details of sales territories to assess their growth potential and to set quotas. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze determinants responsible for specific inherited traits, and devise methods for altering traits or producing new traits. | 0 | 0 | 0 | 0 | 0.5 | 0.5 |
analyze developments in specific field to determine need for revisions in previously published materials and development of new material. | 0.030377 | 0.266505 | 0.136493 | 0.085055 | 0.436209 | 0.045362 |
analyze electronics system requirements, capacity, cost, or customer needs to determine project feasibility. | 0 | 0 | 0 | 0 | 0.404255 | 0.595745 |
analyze employment-related data and prepare required reports. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze energy bills including utility rates or tariffs to gather historical energy usage data. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze equipment performance records to assess equipment functioning. | 0.21875 | 0 | 0 | 0 | 0.59375 | 0.1875 |
analyze equipment performance records to determine the need for repair or replacement. | 0 | 0 | 0 | 0 | 0.455882 | 0.544118 |
analyze existing development or manufacturing procedures and suggest improvements. | 0 | 0 | 0.365854 | 0 | 0 | 0.634146 |
analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services. | 0 | 0.294118 | 0.264706 | 0 | 0.252941 | 0.188235 |
analyze experimental data and interpret results to write reports and summaries of findings. | 0.099472 | 0.197438 | 0.140919 | 0.088169 | 0.452148 | 0.021854 |
analyze factors such as weather reports, fuel requirements, or maps to determine air routes. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze financial activities of establishments or departments and provide input into budget planning and preparation processes. | 0 | 0.304545 | 0.381818 | 0 | 0.186364 | 0.127273 |
analyze financial data such as income growth, quality of management, and market share to determine expected profitability of loans. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze financial information obtained from clients to determine strategies for meeting clients' financial objectives. | 0 | 0.248175 | 0.245742 | 0 | 0.423358 | 0.082725 |
analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies. | 0.094937 | 0.213608 | 0.219937 | 0.077532 | 0.376582 | 0.017405 |
analyze genetic information to identify patients or families at risk for specific disorders or syndromes. | 0 | 0 | 0 | 0 | 0.703704 | 0.296296 |
analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales. | 0 | 0 | 0 | 0 | 0.5 | 0.5 |
analyze geographic information systems (gis) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. | 0 | 0 | 0 | 0 | 0.422222 | 0.577778 |
analyze green product marketing or sales trends to forecast future conditions. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze information from traffic counting programs. | 0 | 0.268293 | 0.365854 | 0 | 0.256098 | 0.109756 |
analyze information gathered by investigation and report findings and recommendations. | 0 | 0.252525 | 0.20202 | 0 | 0.464646 | 0.080808 |
analyze information obtained from management to conceptualize and define operational problems. | 0 | 0.331839 | 0.269058 | 0 | 0.246637 | 0.152466 |
analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling and information engineering. | 0 | 0.302053 | 0.296188 | 0 | 0.272727 | 0.129032 |
analyze information to determine, recommend, and plan computer specifications and layouts, and peripheral equipment modifications. | 0.054986 | 0.173346 | 0.10438 | 0.041938 | 0.586207 | 0.039143 |
analyze information to determine, recommend, and plan installation of a new system or modification of an existing system. | 0.081522 | 0.190217 | 0.092391 | 0 | 0.521739 | 0.11413 |
analyze information to determine, recommend, and plan layout, including type of computers and peripheral equipment modifications. | 0.105894 | 0.166552 | 0.106751 | 0.033413 | 0.57111 | 0.016278 |
analyze job requirements and content to establish criteria for classification, selection, training, and other related personnel functions. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze laboratory findings to check the accuracy of the results. | 0.113636 | 0.318182 | 0.113636 | 0.232955 | 0.1875 | 0.034091 |
analyze large molecular datasets such as raw microarray data, genomic sequence data, and proteomics data for clinical or basic research purposes. | 0.244589 | 0.121212 | 0.222944 | 0.041126 | 0.352814 | 0.017316 |
analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze market conditions to determine optimum times to execute securities transactions. | 0.141361 | 0.303665 | 0.104712 | 0 | 0.387435 | 0.062827 |
analyze menus or recipes, standardize recipes, or test new products. | 0 | 0 | 0.409091 | 0 | 0 | 0.590909 |
analyze monthly department budgeting and accounting reports to maintain expenditure controls. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze network data to determine network usage, disk space availability, or server function. | 0.20979 | 0.125874 | 0 | 0 | 0.552448 | 0.111888 |
analyze new medical procedures to forecast likely outcomes. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze operations to evaluate performance of a company or its staff in meeting objectives or to determine areas of potential cost reduction, program improvement, or policy change. | 0.052854 | 0.260042 | 0.361522 | 0.040169 | 0.2537 | 0.031712 |
analyze or evaluate dental needs to determine changes or trends in patterns of dental disease. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. | 0 | 0.533333 | 0 | 0 | 0 | 0.466667 |
analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques. | 0.225962 | 0.139423 | 0.182692 | 0 | 0.389423 | 0.0625 |
analyze or synthesize client data to draw conclusions or make recommendations for art therapy. | 0 | 0 | 0.454545 | 0 | 0 | 0.545455 |
analyze or synthesize client data to draw conclusions or make recommendations for therapy. | 0 | 0.282759 | 0.255172 | 0 | 0.337931 | 0.124138 |
analyze organic or inorganic compounds to determine chemical or physical properties, composition, structure, relationships, or reactions, using chromatography, spectroscopy, or spectrophotometry techniques. | 0.030871 | 0.309887 | 0.124658 | 0.043767 | 0.470106 | 0.020711 |
analyze organizational, occupational, and industrial data to facilitate organizational functions and provide technical information to business, industry, and government. | 0.028887 | 0.388275 | 0.080289 | 0.091759 | 0.362362 | 0.048428 |
analyze originals to evaluate color density, gradation highlights, middle tones, and shadows, using densitometers and knowledge of light and color. | 0 | 0 | 0 | 0 | 0.491803 | 0.508197 |
analyze patient's medical history, medication allergies, physical condition, and examination results to verify operation's necessity and to determine best procedure. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze patrons' hair and other physical features to determine and recommend beauty treatment or suggest hair styles. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze patrons' requests to determine needed information and assist in furnishing or locating that information. | 0.005703 | 0.164259 | 0.057795 | 0.015209 | 0.685171 | 0.071863 |
analyze performance data to determine effectiveness of instructional systems, courses, or instructional materials. | 0 | 0.412162 | 0.247748 | 0.099099 | 0.195946 | 0.045045 |
analyze physical findings and medical histories to make diagnoses according to oriental medicine traditions. | 0 | 0.272727 | 0.227273 | 0 | 0.469697 | 0.030303 |
analyze potential loan markets and develop referral networks to locate prospects for loans. | 0 | 0.3 | 0.5 | 0 | 0 | 0.2 |
analyze potential loan markets to find opportunities to promote loans and financial services. | 0 | 0 | 0.365385 | 0 | 0.346154 | 0.288462 |
analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze price proposals, financial reports, and other data and information to determine reasonable prices. | 0 | 0.313253 | 0.192771 | 0 | 0.26506 | 0.228916 |
analyze problems and take appropriate action to ensure continuous and reliable operation of equipment and systems. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze problems to develop solutions involving computer hardware and software. | 0.114644 | 0.190795 | 0.185774 | 0.071967 | 0.393305 | 0.043515 |
analyze product complaints and make recommendations regarding their reportability. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze recipes to assign prices to menu items, based on food, labor, and overhead costs. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze records, reports, test results, or examination information to diagnose medical condition of patient. | 0 | 0.325 | 0 | 0 | 0.55 | 0.125 |
analyze regional energy markets, including energy pricing, market structures, energy generation competition, and energy transmission constraints. | 0 | 0 | 0 | 0 | 0.471698 | 0.528302 |
analyze research data to determine its significance, using computers. | 0.108069 | 0.206052 | 0.112392 | 0.097983 | 0.449568 | 0.025937 |
analyze samples of biological material for chemical content or reaction. | 0 | 0 | 0 | 0 | 0.484848 | 0.515152 |
analyze samples, such as air or water samples, for contaminants or other elements. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze statistical data and reports to identify and determine causes of personnel problems and develop recommendations for improvement of organization's personnel policies and practices. | 0 | 0.328358 | 0.432836 | 0 | 0 | 0.238806 |
analyze survey objectives and specifications to prepare survey proposals or to direct others in survey proposal preparation. | 0 | 0.460938 | 0.359375 | 0 | 0 | 0.179688 |
analyze system performance or operational requirements. | 0.106383 | 0.100304 | 0.109422 | 0.036474 | 0.635258 | 0.012158 |
analyze target companies or investment opportunities to inform investment decisions. | 0.088235 | 0.289003 | 0.257033 | 0.037084 | 0.305627 | 0.023018 |
analyze technology trends to identify markets for future product development or to improve sales of existing products. | 0 | 0 | 0 | 0 | 0 | 1 |
analyze test data for automotive systems, subsystems, or component parts. | 0.283333 | 0 | 0 | 0 | 0.483333 | 0.233333 |
analyze test data, making computations as necessary, to determine test results. | 0.125941 | 0.355921 | 0.143053 | 0.123203 | 0.219713 | 0.03217 |
Subsets and Splits