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graduates: Do advertisements that require
                                                                                  physical abilities present unnecessary
                                                                                  barriers to applicants with disabilities?
                                                                                5. The  articulation  of  systems thinking  in
                                                                                  job ads: Systems thinking is emphasized
                                                                                  in Vision and Change in the Geosciences
                                                                                  but was not found in any ads. How do
                                                                                  employers  articulate systems thinking
                                                                                  skills in job ads?
                                                                                6. Dispositions sought by employers: Dis-
                                                                                  positions (e.g., attention to detail, taking
                                                                                  initiative) were distinct from skills, and
                                                                                  appeared in many job ads. Which dispo-
                                                         Figure 1. The most common   sitions are most frequently sought, and to
                                                         skills by percent occurrence
                                                         from  the  job  advertisement   what extent can these be developed as
                                                         analysis. Skills  are  colored  to   part of geoscience programs?
                                                         correspond to skill categories
                                                         outlined in Viskupic et al. (2020).
                                                                                SUMMARY
                                                                                  Our analysis of job advertisements pres-
                                                                                ents a comprehensive view of the workforce
                                                                                skills  sought  by  geoscience  employers.
                                                                                Geoscience departments can use these
                                                                                results to inform their curriculum planning
                                                                                and incorporate opportunities for students
                                                                                to practice and develop competencies. The
                                                                                work presented here is a critical step in
                                                                                ensuring that the geoscience community is
                                                                                adequately preparing new graduates to suc-
                                                                                ceed in the workforce.

                                                                                REFERENCES CITED
                                                                                Gonzales, L., and Keane, C., 2021, Recent Geoscience
         The most common skills  varied greatly   communication skills (Viskupic et al., 2020),   Graduate Employment Trends, December 2020:
         among employment sectors. For example,   but we are unaware of any data describing   Washington, D.C., American Geosciences Insti-
                                                                                  tute, 4  p.,  https://www.americangeosciences.org/
         teamwork skills were found in 60% of min-  the practice of planning and management   geoscience-currents/recent-geoscience-graduate
         ing ads but only 22% of oil and gas ads.  skills in geoscience programs.  -employment-trends-december-2020 (last ac-
 TABLE 1. PERCENT OCCUPATIONAL DISTRIBUTION BY INDUSTRY SECTOR
                                                                                  cessed 18 Mar. 2021).
 Industry sector  Study sample  2018 AGI data                                   Mosher, S., and Keane, C., 2021, Vision and Change
 (%)  (%)  HOW CAN OUR WORK BE USED?         WHAT IS NEXT?                        in the Geosciences: The Future of Undergradu-
 Professional, scientific, and technical services  39.0  35.9  Our  results  provide  geoscience  depart-  These initial results are intriguing and   ate Geoscience Education: Washington, D.C.,
 Federal government  15.9  10.2  ments with current representation of the   provide a glimpse into a rich data set that   American Geosciences Institute, 176 p.
 State government  9.4  14.2  most sought-after workforce skills that bach-  we are continuing to explore. Additional   National  Center  for  O*NET  Development,  2021,
 Construction  6.6  0.2  elors-level graduates need to be successful in   analyses will probe:  O*NET OnLine:  https://www.onetonline.org/
 Waste management and remediation services  4.5  1.5  the  current  job  market.  Proficiency  in  the   1. Differences between industry sectors   (accessed March 2021).
 Information services  4.0  0.0  whole  spectrum  of  data  skills—from  data   (e.g., oil and gas, government): How do   Viskupic, K., Egger, A.E., McFadden, R.R., and
 Mining  3.8  0.7                                                                 Schmitz, M.D., 2020, Comparing desired work-
 Local government  3.6  8.7  collection and record keeping to interpreta-  skills vary across industry sectors?  force skills and reported teaching practices to
 Testing laboratories  2.0  N.D.  tion—is  critical;  these  skills  are  practiced   2. Geographic distribution of jobs: Where
 Utilities  1.9  1.5  across many geoscience courses (Viskupic   are the majority of bachelors-level jobs?   model students’ experiences in undergraduate
 Computer systems and design  1.8  N.D.                                           geoscience programs: Journal of Geoscience
 Manufacturing  1.7  3.6  et al., 2020) and can be highlighted as   Do skills vary geographically?  Education, p. 27–42, https://doi.org/10.1080/108
 Education*  1.5  13.4  workforce skills. We also note the emphasis   3. Further analysis of field skills: Are the   99995.2020.1779568.
 Oil and gas  1.5  7.6  on communication skills, leadership, project   field skills sought by most employers geo-  Wilson, C., 2018, Status of the geoscience work-
 Scientific research and development  1.2  N.D.  management, and planning. None of these   logic mapping, installing, and monitoring   force: Washington, D.C., American Geosciences
 Finance and insurance  0.7  0.0  skills are content-specific and may be less   field instrumentation, collecting samples,   Institute, 178 p.
 Transport and warehousing  0.5  1.1
 Agriculture, forestry, fishing, and hunting  0.4  1.5  commonly explicit in curricula. Written   or other?  Manuscript received 11 apr. 2021
         communication  skills are more  commonly   4. The presence of physical abilities in job   revised Manuscript received 21 Oct. 2021
 N.D. = no data.
 *Jobs in K–12 education are largely not advertised using the search engines included in this study and thus   practiced in geoscience courses than oral   ads and their potential impact on recent   Manuscript accepted 27 Oct. 2021
 are underrepresented in our data compared to the AGI data.




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