stakeholder alignment in complex systems research team: nicholas berente, u georgia

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UCGIS Symposium: Stakeholder Alignment for EarthCube Joel Cutcher-Gershenfeld, University of Illinois at Urbana-Champaign Support from the National Science Foundation is deeply appreciated (NSF-VOSS EAGER 0956472, “Stakeholder Alignment in Socio-Technical Systems,” NSF OCI RAPID 1229928, “Stakeholder Alignment for EarthCube,” NSF SciSPR-STS-OCI-INSPIRE 1249607, “Enabling Transformation in the Social Sciences, Geosciences, and Stakeholder Alignment in Complex Systems Research Team: Nicholas Berente, U Georgia Burcu Bolukbasi, UIUC Joel Cutcher-Gershenfeld, University of Illinois, Urbana-Champaign Courtney Flint, UIUC Michael Haberman, UIUC John Leslie King, University of Michigan Chris Lawson, Aerospace Corporation Barbara Lawrence, UCLA Ethan Masella, Brandeis Mark Nolan, UIUC Barbara Mittleman, Nodality Melanie Radik, Brandeis Cheryl Thompson, UIUC John Unsworth, Brandeis University Susan Winter, U Maryland Illya Zaslavsky, UCSD

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UCGIS Symposium: Stakeholder Alignment for EarthCube Joel Cutcher-Gershenfeld, University of Illinois at Urbana-Champaign. Stakeholder Alignment in Complex Systems Research Team: Nicholas Berente, U Georgia Burcu Bolukbasi, UIUC Joel Cutcher-Gershenfeld, - PowerPoint PPT Presentation

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Page 1: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

UCGIS Symposium:

Stakeholder Alignment for EarthCube

Joel Cutcher-Gershenfeld, University of Illinois at Urbana-Champaign

Support from the National Science Foundation is deeply appreciated (NSF-VOSS EAGER 0956472, “Stakeholder Alignment in Socio-Technical Systems,” NSF OCI RAPID 1229928, “Stakeholder Alignment for EarthCube,” NSF SciSPR-STS-OCI-INSPIRE 1249607, “Enabling Transformation in the Social Sciences, Geosciences, and Cyberinfrastructure”)

Stakeholder Alignment in Complex Systems Research Team:Nicholas Berente, U Georgia

Burcu Bolukbasi, UIUCJoel Cutcher-Gershenfeld,

University of Illinois, Urbana-ChampaignCourtney Flint, UIUC

Michael Haberman, UIUCJohn Leslie King, University of Michigan

Chris Lawson, Aerospace CorporationBarbara Lawrence, UCLAEthan Masella, Brandeis

Mark Nolan, UIUCBarbara Mittleman, Nodality

Melanie Radik, BrandeisCheryl Thompson, UIUC

John Unsworth, Brandeis UniversitySusan Winter, U Maryland

Illya Zaslavsky, UCSD

Page 2: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

“Over the next decade, the geosciences community commits to developing a framework to understand and predict responses of the Earth as a system—from the space-atmosphere boundary to the core, including the influences of humans and ecosystems.”– GEO Vision report of NSF Geoscience

Directorate Advisory Committee, 2009

What social and technical investments and innovations are needed to deliver on this vision?

Page 3: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Lewin’s force field analysis

Urgency of geoscience research

Engaging research questions

Pos. signals from funding agencies

Strategic priorities of universities

Colleagues open to collaboration

Technical barriers to interoperability

Career development complications

Publication/translation challenges

“Birds of a feather” tendencies

Risk aversion tendencies

InterdisciplinaryInnovation in the

Geosciences

Page 4: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Forms of alignment

Breadth of Stakeholders

Many

A. ScatteredAlignment

D. RobustAlignment

Few

B. SurfaceAlignment

C. SelectiveAlignment

Low High

Coherence in Visions/Interests

Unidata, IRIS, IEDA,CUASHI. . .

Current EarthCube

Communities

INSPIRE (EU), GeoSUR (SA), ANDS (AU). . .

NCAR, iPlant. . .

Internet Protocols and

Standards

Page 5: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Assume accelerating rates of technological change. . .

The Babysitter of the Future (courtesy of Steve Diggs, Scripps Institution)

Page 6: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Caution – construction ahead

• Primarily descriptive statistics

• Advances in visual representation and instrumentation

• Much work to be done testing/refining propositions, models, methods, and analytics

Page 7: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Specify Stakeholders and Identify Interests

• Atmospheric or Space Weather scientist• Oceanographer• Geologist• Geophysicist• Hydrologist• Critical zone scientist• Climate scientist• Biologist or Ecosystems scientist• Geographers • Computer or Cyberinfrastructure

scientist• Social scientist (Anthropologist,

Economist, Psychologist, Sociologist, etc.)

• Other scientist

• Data manager• High performance computing

expert• Software engineer• IT user support personnel• K-12 educator• Designer/developer of

geoscience instrumentation• Environmental resource manager

(e.g. local, state, or federal)• Other

50+ interest questions, covering:• Access and Utilization of Data,

Observations, Visualizations, and Models – Current State and Desired State

• Increasing Uniformity and Interoperability through the EarthCube Process

• The Scope of the EarthCube Mission• Stakeholder Relations and Governance • Your Potential Engagement with EarthCube

Page 8: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Data collection n=1,211

1. EarthCube Website (n=127) Mar.-June, 2012

2. Data Centers (n=578) Mar.-June 2012

3. Early Career (n=37) Oct. 17-18, 2012

4. Structure and Tectonics (n=24) Nov. 19-20, 20125. EarthScope (n=22) Nov. 29-30,

20126. Experimental Stratigraphy (n=21) Dec. 11-12, 20127. Atmospheric Modeling (n=29) Dec. 19,

20128. OGC (n=14) Jan. 13, 20139. Data Assimilation & Ensemble Prediction Jan. 18, 201310. Critical Zone (n=39) Jan. 21-23,

201311. Envisioning a Digital Crust (n=23) Jan. 29-31, 201312. Paleogeoscience (n=40) Feb. 3-5, 201313. Education & Workforce Training (n=33) Mar. 3-5,

201314. Petrology & Geochemistry (n=59) Mar. 6-7, 201315. Sedimentary Geology (n=50) Mar. 25-27,

201316. Community Geodynamic Modeling (n=42) Apr. 22-24, 201317. Integrating Inland Waters, Geochemistry, Biogeochem

and Fluvial Sedimentology Communities (n=35) Apr. 24-26, 2013

Note: Some additional respondents from EC website after June are in overall totals.

Page 9: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Hundreds of specific areas of expertise. . .

• Air Sea Interaction• Atmospheric Radiation • Basalt geochemistry• Biodiversity Information Networks• Carbonate Stratigraphy • Chemical Oceanography• Coastal Geomorphology• Computational Geodynamics• Cryosphere-Climate Interaction • Disaster Assessment• Ensemble data assimilation• Geochronology• Geoinformatics• Geomicrobiology • Glaciology• Heliophysics

• Isotope Geochemistry• “It’s complicated”• Magnetospheric Physics• Mesoscale Meteorology• Multibeam Bathymetric Data • Nearshore Coastal Modeling• Paleoceanography• Paleomagnetism• Permafrost Geophysics• Planetology • Riverine carbon and nutrient

biogeochemistry• Satellite gravity and altimetry data

processing• Tectonophysics• Thermospheric Physics• Watershed Management

Page 10: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Comment: Vast majority are extremely positive on importance, with just a handful who are neutral or negative.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

How IMPORTANT is it for you to find, access, and/or integrate multiple datasets, observations, visualization tools, and/or models in your field or discipline?

.89 (.17)

.90 (.17)

.86 (.20)

IMPORTANCE of integrating multiple datasets, observations, visualization tools, and/or models in your field or discipline

Early Career EarthCube Active All Others

Page 11: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

EASE of integrating multiple datasets, observations, visualization tools, and/or models in your field or discipline?

Early Career EarthCube Active All Others

Comment: Vast majority of respondents are neutral or negative, with many strongly negative; early career and EC active are most negative.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

How EASY is it for you to find, access, and/or integrate multiple datasets, observations, visualization tools, and/or models in your field or discipline?

.35 (.25)

.35 (.25)

.42 (.24)

Page 12: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

IMPORTANCE integrating multiple datasets, observations, visualization tools, and/or models spanning fields/disciplines?

Early Career EarthCube Active All Others

Comment: EC active are most positive, though most in all groups are positive (with some neutral and negative outliers).

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

How IMPORTANT is it for you to find, access, and/or integrate multiple datasets, observations, visualization tools, and/or models that span different fields or disciplines?

.76 (.25)

.83 (.24)

.71 (.27)

Page 13: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

EASE of integrating multiple datasets, observations, visualization tools, and/or models that span different fields or disciplines?

Early Career EarthCube Active All Others

Comment: EC active are most negative, though all respondents report difficulty in access (with only a handful of positive outliers).

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

How EASY is it for you to find, access, and/or integrate multiple datasets, observations, visualization tools, and/or models that span different fields or disciplines?

.28 (.20)

.23 (.22)

.32 (.23)

Page 14: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

00.10.20.30.40.50.60.70.80.9

1 Importance within Ease within

Integrating multiple datasets, observations, visualization tools, and/or models – within

Page 15: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Integrating multiple datasets, observations, visualization tools, and/or models – across

00.10.20.30.40.50.60.70.80.9

1 Importance across Ease across

Page 16: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Specifying guidelines regarding geoscience dataEarly Career EarthCube Active All Others

Comment: A “pull” for guidelines/standards (strongest by early career), with a small number of neutral or negative responses.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

The EarthCube initiative should specify guidelines so there is more interoperability and uniformity in discovering, accessing, sharing, and disseminating geoscience data

.87 (.17)

.84 (.23)

.83 (.21)

The EarthCube initiative should specify guidelines so there is more interoperability and uniformity in geoscience visualization tools

.84 (.18)

.71 (.26)

.77 (.25)

Page 17: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Adequacy of current suite of tools and modeling software

Early Career EarthCube Active All Others

Comment: Current suite seen as inadequate – motivation for EarthCube; most negative are EC active.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

Please use the scale ranging from Inadequate to Adequate to assess the present suite of publicly accessible datasets, data analysis tools, and modeling software – to what degree is it adequate for your research and education needs?

.49 (.24)

.39 (.24)

.47 (.25)

Page 18: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

00.10.20.30.40.50.60.70.80.9

1Current suite is adequate Guidelines for interoperability needed

View on current suite of tools and methods compared with views on need for guidelines on interoperability

Page 19: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Cooperation and sharing of data, software among Geo

Early Career EarthCube Active All Others

Comment: Strong negative views on cooperation and sharing in Geo community; handful of “bright spots;” most concerned views among EC active.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

There is currently a high degree of cooperation and sharing of data, models, and simulations among geoscientists

.56 (.22)

.38 (.23)

.45 (.24)

Page 20: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Cooperation and sharing of data, software within Cyber community

Early Career EarthCube Active All Others

Comment: Strong negative views on cooperation and sharing in Cyber community; handful of “bright spots;” EC active most concerned.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

There is currently a high degree of cooperation and sharing of software, middleware and hardware among those developing and supporting cyberinfrastructure for the geosciences

.54 (.22)

.40 (.22)

.45 (.24)

Page 21: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Communication and Collaboration: Geo and Cyber

Early Career EarthCube Active All Others

Comment: Major concerns with communication and collaboration between Geo and Cyber communities; strongest concerns among EC active.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

There is currently sufficient communication and collaboration between geoscientists and those who develop cyberinfrastructure tools and approaches to advance the geosciences

.39 (.23)

.25 (.19)

.33 (.22)

Page 22: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Geo and Cyber – End-user trainingEarly Career EarthCube Active All Others

Comment: Major concerns end-user knowledge of Cyber by Geo, with strongest concerns among EC active.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

There is currently sufficient geoscience end-user knowledge and training so they can effectively use the present suite of cyberinfrastructure tools and train their students/colleagues in its use

.38 (.28)

.22 (.18)

.30 (.21)

Page 23: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Earth

Cube Web 6/1

2

Data Centers

6/12

Early

Career 1

0/12

Tecto

nics 11/1

2

Earth

Scope 11/1

2

Strati

graphy 1

2/12

Atmopheric

Modelin

g 12/1

2

OGC 1/13

Critical

Zone 1/1

3

Digital

Crust 1/1

3

Paleoge

oscience

2/13

Educati

on & Tr

aining 3

/13

Petrology

& Geoch

em 3/13

Sedim

entary G

eology 3/1

3

Geodynam

ic Modelin

g 5/1

3

Inland W

aters

5/13

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0Cooperation in sharing data among geoscientistsCooperation among cyber sharing geo software

Cooperation in sharing data, software. . .

Page 24: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Communication and end user training. . .

EarthCube W

eb 6/12

Data Centers 6/1

2

Early Career 1

0/12

Tectonics

11/12

EarthSco

pe 11/12

Stratigra

phy 12/1

2

Atmopheric

Modelin

g 12/1

2

OGC 1/13

Critica

l Zone 1/1

3

Digital C

rust 1/13

Paleogeosci

ence 2/13

Education & Training 3/13

Petrology

& Geochem 3/1

3

Sedim

entary Geology

3/13

Geodynamic M

odeling 5

/13

Inland Waters

5/13

0.00.10.20.30.40.50.60.70.80.91.0 Sufficient communication between cyber and geo

Sufficient end user training

Page 25: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Top Ten Barriers to Sharing Data (categories):

1. No time/Needs too much QA/QC2. No repository/No known repository3. Inadequate standards/No standardized formats4. Want to publish first/Don't want to be scooped5. File size too large/Server size too small6. Classified/proprietary/Agency or company restrictions7. No credit/No incentive to share8. Cost9. Not sure what to do10. Not sure anyone wants it

Note: Approximately 45% of respondents did not respond to the open ended question “It is difficult to share my data because. . . “ and another 6% said it was easy to share their data. The balance of responses were organized into the above categories; some individuals cited more than one reason (all of which were tabulated).

Page 26: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Organizational/professional supportEarly Career EarthCube Active All Others

Comment: Positive and negative outliers need to be better understood; internal alignment may be a key barrier to full engagement with EarthCube

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

My employer/organization will most likely value and reward my efforts in the shaping and development of EarthCube

.57 (.26)

.51 (.31)

.38 (.30)

My employer/organization will most likely see my participation in the shaping and the development of EarthCube as an integral part of my job.

.40 (.27)

.50 (.30)

.31 (.29)

My contributions to the shaping and development of EarthCube will most likely be recognized and highly valued by colleagues in my field/domain

.58 (.22)

.56 (.25)

.44 (.28)

Page 27: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

00.10.20.30.40.50.60.70.80.9

1 Employer will value EarthCube Colleagues will value EarthCube

Internal alignment for lateral alignment . . .

Page 28: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Top twenty-five cited sources of data

1. NOAA (NODC, NGDC, NDBC, NCEP, etc.)) (17%)

2. NASA (JPL, ESA, etc.) (11%)3. Colleagues/Clients (10%)4. The web (unspecified) (9%)5. NCAR, UCAR, Unidata (8%)6. Publications (8%)7. USGS (8%)8. IEDA (GeoRock, EarthChem, MGDS,

etc.) (8%)9. State and local government (3%)10. International (PANGEA, etc.) (2%)11. DOE (2%)12. EPA (1%)13. Google/Google Earth (1%)

14. NSIDC, NIC (1%)15. USDA (1%)16. IRIS, EarthScope (1%)17. Neotoma, PBDB, Macrostrat (1%)18. BCO-DMO, JGOFS, WOCE,

CLIVAAR, Geotraces (1%)19. IODP (1%)20. DOD (Navy, Army, Army Corps of

Engineers) (1%)21. Open topography, NCALM (1%)22. LTER (1%)23. UNAVCO (1%)24. MagIC (under 1%)25. Private sector companies (IRI,

ESRI) (under 1%)

Note: All percentages rounded to the nearest whole number

Page 29: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Transformation potential of EarthCube

Comment: Early career has few negative outliers; EarthCube active is more bimodal; overall responses are positive, but not exceedingly positive.

Early Careerµ (α)

EC Activeµ (α)

All Othersµ (α)

As an integrated data and knowledge management system for the geosciences, EarthCube will transform the way geoscience research is conducted

.68 (.20)

.69 (.24)

.59 (.25)

As an integrated data and knowledge management system for the geosciences, EarthCube will transform the way geoscience education is conducted

.62 (.22)

.64 (.24)

.58 (.23)

Early Career EarthCube Active All Others

Page 30: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Transformative potential of EarthCube

0.00.10.20.30.40.50.60.70.80.91.0 EarchCube will trans form Geo research

EarthCube will transfor geo Education

Page 31: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Unresolved issues. . .

0.00.10.20.30.40.50.60.70.80.91.0

Unresolved issues - federal government repositoriesUnresolved issues - data held by investigatorsUnresolved issues - attribution/authorship

Page 32: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Selected elements of success from Early Career workshop

Access/Uploading:• Google earth style interface• Accessible data submission interface• Standardized meta data on data type, data

context, data provenance, etc. for field scientists (with and without internet access)

• Data security• Public accessibility; empower non-specialists

Utilization/Operations:• Community mechanisms to build tools• Large data manipulation, visualization, and

animation• Searchable access by space, time, and context• Pull up data and conduct analysis with voice

commands• Open source workflow management for data

processing and user-contributed algorithms in order to facilitate reproducible research

• Cross-system comparisons; ontology crosswalks for different vocabs in different disciplines

• Easy integration of analytic tools (R, Matlab, etc.)• NSF support for data management

Output/Impact:• Mechanisms to provide credit for

work done (data, models, software, etc.); ease of citations; quantify impact

• Promote new connections between data producers and data consumers

• Interactive publications from text to data

• Recommendations system (like Amazon) for data, literature, etc.; Flickr for data (collaborative tagging)

• Educational tutorials for key geoscience topics (plate tectonics, ice ages, population history, etc.)

• Gaming scenarios for planet management

• EarthCube app store; ecosystem of apps

Page 33: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Word frequency for “Hopes” from Early Career Workshop

Page 34: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Today’s most troubling and daunting problems have common features: some of them arise from human numbers and resource exploitation; they require long-term commitments from separate sectors of society and diverse disciplines to solve; simple, unidimensional solutions are unlikely; and failure to solve them can lead to disasters.

In some ways, the scales and complexities of our current and future problems are unprecedented, and it is likely that solutions will have to be iterative . . .

Institutions can enable the ideas and energies of individuals to have more impact and to sustain efforts in ways that individuals cannot.

From “Science to Sustain Society,” by Ralph J. Cicerone, President, National Academy of Sciences, 149th Annual Meeting of the Academy (2012)

Page 35: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Appendix

Page 36: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

“Importance/Ease” gap by field/discipline

Importance / Ease Gap

Within s.d.

Importance / Ease Gap

Across s.d.Atmospheric / Space Weather Scientist (n=111) .45 .27 .42 .34Oceanographer (n=95) .42 .29 .42 .31Geologists (n=120) .44 .31 .45 .32Geophysicist (n=68) .45 .30 .45 .34Hydrologist (n=33) .57 .25 .61 .29Critical Zone Scientist (n=11) .69 .30 .65 .31Climate Scientist (n=58) .48 .28 .39 .32Biologist / Ecosystems Scientist (n=36) .50 .34 .59 .31Geographer (n=19) .57 .26 .56 .28Computer / Cyber Scientist (n=36) .60 .27 .65 .33Data Manager (n=23) .43 .29 .44 .31

00.10.20.30.40.50.60.70.80.9

1 Importance / Ease Gap Within Importance / Ease Gap Across

Page 37: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Daily/Weekly/Monthly frequency Please indicate your work related interactions with Scientists/Educators in the following fields over the past 2-3 years:

Atmospheric or Space Weather scientist

Oceanographer

Geologist

Geophysicist

Hydrologist

Critical Zone Scientist

Climate Scientist

Biologist or Ecosystems Scientist

Geographer

Computer or Cyber-infrast. Scientist

Social Scientist

Other Scientist

Atmospheric/Space Weather Scientist

98.3 37.4 17.0 25.2 40.0 7.4 62.6 26.6 23.0 61.4 16.7 33.7

Oceanographer

49.4 97.9 49.4 36.4 28.4 16.0 59.1 76.1 10.7 37.8 9.2 36.8

Geologist

24.3 69.3 98.7 82.2 47.1 35.6 40.7 38.4 29.3 36.6 19.7 38.3

Geophysicist

14.3 35.1 78.7 95.2 28.4 25.0 36.4 25.7 13.7 47.5 10.8 42.4

Hydrologist

46.7 25.0 62.5 56.7 97.1 65.6 56.2 62.5 40.6 46.9 38.7 52.2

Critical Zone Scientist 22.2 25.0 90.0 70.0 90.0 100 60.0 70.0 50.0 50.0* 40.0 50.0

Climate Scientist 91.4 72.2 17.0 19.2 34.5 10.0 98.2 51.9 39.6 63.6 24.5 31.0

Biologist or Ecosystems Scientist

34.3 45.7 52.9 32.4 45.7 25.7 55.6 100 60.0 55.6 40.0 57.7

Geographer 58.8 47.1 50.0 35.3 52.9 35.3 58.8 77.8 100 64.7 47.1 53.3

Computer or Cyber- infrastructure Scientist

39.5 44.1 33.3 30.3 48.6 28.6 37.8 47.4 41.7 97.4 43.2 53.6

Social Scientist 0 25.0 60.0 20.0 40.0 40.0 20.0 50.0* 80.0 80.0 100 66.7

Other Scientist 22.7 40.0 65.3 49.0 41.3 23.3 51.1 60.5 41.7 40.8 27.3 72.7

Page 38: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Independent Variables

OLS Model 1 DV=Employer Internal

OLS Model 2 DV=Colleague Internal

Logit Model 3 DV=EarthCube Eng.

B S.E. B S.E. B S.E.

Internal Alignment

Employer Internal Alignment (cont.) .091 .367Colleague Internal Alignment (cont.) .933 .417*

Neg TghtCoupling

Atmospheric/Space Weather (0,1) -.133 .054* -.093 .048 -1.525 .481**Oceanographers -.176 .055*** -.125 .049** -1.947 .504***Geologists (0,1) -.145 .048** -.081 .043 -.903 .365*Geophysicists (0,1) -.166 .054** -.133 .047** -.692 .416

Pos Tght Coupling

Data Manager (0,1) -.030 .073 -.082 .065 -.498 .569Computer/Cyber Scientists (0,1)

LooseCoupling

Hydrologists (0,1) -.195 .058*** -.097 .051 -.448 .434Critical Zone Scientists (0,1) -.248 .082** -.090 .071** .152 .619Climate Scientists (0,1) -.188 .061** -.148 .054 -1.769 .597**Biologists/Ecosystem Scientists (0,1) -.159 .061** -.035 .054 -1.005 .481*Geographers (0,1) -.097 .075 -.080 .068 -.488 .605

No Pred Social Scientists (01) -.114 .120 .013 .106 -.790 .898All Others (0,1) -.073 .051 -.041 .046 -.783 .392*

Demo-graphics

Under 5 yrs. Experience (0,1) .125 .039*** .149 .034*** -1.177 .401**5-10 yrs. Experience (0,1) .119 .028*** .111 .025*** -.552 .239*11-20 yrs. Experience (0,1) .015 .024 .050 .022* -.469 .207*Over 20 yrs. Experience (0,1) Inst. Affiliation (Intl./U.S.) (0,1) -.042 .031 .045 .027 -1.138 .351***Gender (Female, Male) (0,1) .017 .023 .026 .020 .272 .195

Additional Control Variables

University (0,1) Government (0,1) .089 .034** .044 .031 -.142 .307Industry (0,1) .020 .054 .110 .047* -.484 .508National Lab or Supercomputer (0,1) .066 .044 .062 .039 .170 .374Citizen Scientist (0,1) .158 .044*** .047 .040 -.123 .415Other (0,1) .126 .052* .062 .046 .223 .450Importance/Ease Gap Within (cont.) -.013 .048 .006 .042 -.600 .428Importance/Ease Gap Across (cont.) .031 .043 .077 .038* 1.205 .397**First Wave of Survey (0,1) -.086 .022*** -.085 .019*** -.982 .184***Constant .604 .061*** .476 .054*** .974 .580

*p<.05 **p<.01 ***p<.001 Adj. R2=.078 F=3.964*** Adj. R2=.077 F=3.924*** C & S= .17 Nag .25

Page 39: Stakeholder Alignment in Complex  Systems Research Team: Nicholas Berente, U Georgia

Stabilize before you improve

Which player did better in this round? Who will do better in the long run?