https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
type: CompetencyFramework
in language: en
date created: 2025-11-24T10:03:06.548Z
date modified: 2025-12-16T10:45:15.538Z
publication status type: https://credreg.net/ctdlasn/vocabs/publicationStatus/Active
has top child: https://icicle-ai.org/comp/le/comp-074
has top child: https://icicle-ai.org/comp/le/comp-073
has top child: https://icicle-ai.org/comp/le/comp-072
has top child: https://icicle-ai.org/comp/le/comp-071
has top child: https://icicle-ai.org/comp/le/comp-070
has top child: https://icicle-ai.org/comp/le/comp-069
has top child: https://icicle-ai.org/comp/le/comp-068
has top child: https://icicle-ai.org/comp/le/comp-067
has top child: https://icicle-ai.org/comp/le/comp-066
has top child: https://icicle-ai.org/comp/le/comp-065
has top child: https://icicle-ai.org/comp/le/comp-064
has top child: https://icicle-ai.org/comp/le/comp-063
has top child: https://icicle-ai.org/comp/le/comp-062
has top child: https://icicle-ai.org/comp/le/comp-061
has top child: https://icicle-ai.org/comp/le/comp-060
has top child: https://icicle-ai.org/comp/le/comp-059
has top child: https://icicle-ai.org/comp/le/comp-058
has top child: https://icicle-ai.org/comp/le/comp-057
has top child: https://icicle-ai.org/comp/le/comp-056
has top child: https://icicle-ai.org/comp/le/comp-055
has top child: https://icicle-ai.org/comp/le/comp-054
has top child: https://icicle-ai.org/comp/le/comp-053
has top child: https://icicle-ai.org/comp/le/comp-052
has top child: https://icicle-ai.org/comp/le/comp-051
has top child: https://icicle-ai.org/comp/le/comp-050
has top child: https://icicle-ai.org/comp/le/comp-049
has top child: https://icicle-ai.org/comp/le/comp-048
has top child: https://icicle-ai.org/comp/le/comp-047
has top child: https://icicle-ai.org/comp/le/comp-046
has top child: https://icicle-ai.org/comp/le/comp-045
has top child: https://icicle-ai.org/comp/le/comp-044
has top child: https://icicle-ai.org/comp/le/comp-043
has top child: https://icicle-ai.org/comp/le/comp-042
has top child: https://icicle-ai.org/comp/le/comp-041
has top child: https://icicle-ai.org/comp/le/comp-040
has top child: https://icicle-ai.org/comp/le/comp-039
has top child: https://icicle-ai.org/comp/le/comp-038
has top child: https://icicle-ai.org/comp/le/comp-037
has top child: https://icicle-ai.org/comp/le/comp-036
has top child: https://icicle-ai.org/comp/le/comp-035
has top child: https://icicle-ai.org/comp/le/comp-034
has top child: https://icicle-ai.org/comp/le/comp-033
has top child: https://icicle-ai.org/comp/le/comp-032
has top child: https://icicle-ai.org/comp/le/comp-031
has top child: https://icicle-ai.org/comp/le/comp-030
has top child: https://icicle-ai.org/comp/le/comp-029
has top child: https://icicle-ai.org/comp/le/comp-028
has top child: https://icicle-ai.org/comp/le/comp-027
has top child: https://icicle-ai.org/comp/le/comp-026
has top child: https://icicle-ai.org/comp/le/comp-025
has top child: https://icicle-ai.org/comp/le/comp-024
has top child: https://icicle-ai.org/comp/le/comp-023
has top child: https://icicle-ai.org/comp/le/comp-022
has top child: https://icicle-ai.org/comp/le/comp-021
has top child: https://icicle-ai.org/comp/le/comp-020
has top child: https://icicle-ai.org/comp/le/comp-019
has top child: https://icicle-ai.org/comp/le/comp-018
has top child: https://icicle-ai.org/comp/le/comp-017
has top child: https://icicle-ai.org/comp/le/comp-016
has top child: https://icicle-ai.org/comp/le/comp-015
has top child: https://icicle-ai.org/comp/le/comp-014
has top child: https://icicle-ai.org/comp/le/comp-013
has top child: https://icicle-ai.org/comp/le/comp-012
has top child: https://icicle-ai.org/comp/le/comp-011
has top child: https://icicle-ai.org/comp/le/comp-010
has top child: https://icicle-ai.org/comp/le/comp-009
has top child: https://icicle-ai.org/comp/le/comp-008
has top child: https://icicle-ai.org/comp/le/comp-007
has top child: https://icicle-ai.org/comp/le/comp-006
has top child: https://icicle-ai.org/comp/le/comp-005
has top child: https://icicle-ai.org/comp/le/comp-004
has top child: https://icicle-ai.org/comp/le/comp-003
has top child: https://icicle-ai.org/comp/le/comp-002
has top child: https://icicle-ai.org/comp/le/comp-001
has rubric: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa

en-us: Henry's Organization

comp-074
type: Competency
competency text:
  en-us: Apply systems thinking
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.754Z
date modified: 2025-11-24T10:03:12.754Z
competency label:
  en-us: Apply systems thinking
comment:
  en-us: Apply systems thinking
competency category:
  en-us: Engineering
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-073
type: Competency
competency text:
  en-us: Apply engineering process
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.673Z
date modified: 2025-11-24T10:03:12.673Z
competency label:
  en-us: Apply engineering process
comment:
  en-us: Apply engineering process
competency category:
  en-us: Engineering
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-072
type: Competency
competency text:
  en-us: Something in general about data governance policies
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.591Z
date modified: 2025-11-24T10:03:12.591Z
competency label:
  en-us: Something in general about data governance policies
comment:
  en-us: Something in general about data governance policies
competency category:
  en-us: Engineering
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-071
type: Competency
competency text:
  en-us: Articulate what is a data standard, why they are needed and list data standards Toolkit: Data standards make it easier to create, share and integrate data Performance criteria Able to articulate difference between learning data standards such as SCORM, xAPI, cMI5 High level understanding and awareness of interoporability and the role standards, APIs have in transmitting data across systems GDPR, ISO standards awareness and how AI does or does not apply
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.510Z
date modified: 2025-11-24T10:03:12.510Z
competency label:
  en-us: Articulate what is a data standard, why they are needed and list data standards Toolkit: Data standards make it easier to create, share and integrate data Performance criteria Able to articulate difference between learning data standards such as SCORM, xAPI, cMI5 High level understanding and awareness of interoporability and the role standards, APIs have in transmitting data across systems GDPR, ISO standards awareness and how AI does or does not apply
comment:
  en-us: Articulate what is a data standard, why they are needed and list data standards Toolkit: Data standards make it easier to create, share and integrate data Performance criteria Able to articulate difference between learning data standards such as SCORM, xAPI, cMI5 High level understanding and awareness of interoporability and the role standards, APIs have in transmitting data across systems GDPR, ISO standards awareness and how AI does or does not apply
competency category:
  en-us: Engineering
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-070
type: Competency
competency text:
  en-us: Adhere to ethical standards and principles in reporting research.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.432Z
date modified: 2025-11-24T10:03:12.432Z
competency label:
  en-us: Adhere to ethical standards and principles in reporting research.
comment:
  en-us: Adhere to ethical standards and principles in reporting research.
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-069
type: Competency
competency text:
  en-us: Adhere to ethical standards and principles in conducting research.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.353Z
date modified: 2025-11-24T10:03:12.353Z
competency label:
  en-us: Adhere to ethical standards and principles in conducting research.
comment:
  en-us: Adhere to ethical standards and principles in conducting research.
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-068
type: Competency
competency text:
  en-us: Can accurately interpret research studies / literature
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.263Z
date modified: 2025-11-24T10:03:12.263Z
competency label:
  en-us: Can accurately interpret research studies / literature
comment:
  en-us: Can accurately interpret research studies / literature
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-067
type: Competency
competency text:
  en-us: Evaluate Strength of Claims
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.185Z
date modified: 2025-11-24T10:03:12.185Z
competency label:
  en-us: Evaluate Strength of Claims
comment:
  en-us: Evaluate Strength of Claims
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-066
type: Competency
competency text:
  en-us: Evaluate strength of methodology
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.105Z
date modified: 2025-11-24T10:03:12.105Z
competency label:
  en-us: Evaluate strength of methodology
comment:
  en-us: Evaluate strength of methodology
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-065
type: Competency
competency text:
  en-us: Can make accurate claims based on study data
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:12.025Z
date modified: 2025-11-24T10:03:12.025Z
competency label:
  en-us: Can make accurate claims based on study data
comment:
  en-us: Can make accurate claims based on study data
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-064
type: Competency
competency text:
  en-us: Accurately drawing inferences from the study results and sythensziing within the wider literature/context (And this has implication for our understanding of SEL...."
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.916Z
date modified: 2025-11-24T10:03:11.916Z
competency label:
  en-us: Accurately drawing inferences from the study results and sythensziing within the wider literature/context (And this has implication for our understanding of SEL...."
comment:
  en-us: Accurately drawing inferences from the study results and sythensziing within the wider literature/context (And this has implication for our understanding of SEL...."
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-063
type: Competency
competency text:
  en-us: Accurately interpreting the results of the data analysis, and contextualizing it within the study's research question. (And this supports our hypothesis)
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.829Z
date modified: 2025-11-24T10:03:11.829Z
competency label:
  en-us: Accurately interpreting the results of the data analysis, and contextualizing it within the study's research question. (And this supports our hypothesis)
comment:
  en-us: Accurately interpreting the results of the data analysis, and contextualizing it within the study's research question. (And this supports our hypothesis)
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-062
type: Competency
competency text:
  en-us: Accurately reporting the results of the data analysis (The mean and sd are X and Y)
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.747Z
date modified: 2025-11-24T10:03:11.747Z
competency label:
  en-us: Accurately reporting the results of the data analysis (The mean and sd are X and Y)
comment:
  en-us: Accurately reporting the results of the data analysis (The mean and sd are X and Y)
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-061
type: Competency
competency text:
  en-us: Conducts all necessary follow-up activities (e.g. participant payments, thank yous)
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.656Z
date modified: 2025-11-24T10:03:11.656Z
competency label:
  en-us: Conducts all necessary follow-up activities (e.g. participant payments, thank yous)
comment:
  en-us: Conducts all necessary follow-up activities (e.g. participant payments, thank yous)
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-060
type: Competency
competency text:
  en-us: Can complete all IRB requirements to allow for study execution as intended, and on time.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.547Z
date modified: 2025-11-24T10:03:11.547Z
competency label:
  en-us: Can complete all IRB requirements to allow for study execution as intended, and on time.
comment:
  en-us: Can complete all IRB requirements to allow for study execution as intended, and on time.
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-059
type: Competency
competency text:
  en-us: Can successfully engage in all needed "day of" activities to conduct successful study execution
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.415Z
date modified: 2025-11-24T10:03:11.415Z
competency label:
  en-us: Can successfully engage in all needed "day of" activities to conduct successful study execution
comment:
  en-us: Can successfully engage in all needed "day of" activities to conduct successful study execution
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-058
type: Competency
competency text:
  en-us: Can successfully engage in all needed preparation and project management activities to ensure successful study execution
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.335Z
date modified: 2025-11-24T10:03:11.335Z
competency label:
  en-us: Can successfully engage in all needed preparation and project management activities to ensure successful study execution
comment:
  en-us: Can successfully engage in all needed preparation and project management activities to ensure successful study execution
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-057
type: Competency
competency text:
  en-us: Can design an appropriate and valid data collection strategy that accurately capture the construct of interest (i.e. Learning analytics)
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.259Z
date modified: 2025-11-24T10:03:11.259Z
competency label:
  en-us: Can design an appropriate and valid data collection strategy that accurately capture the construct of interest (i.e. Learning analytics)
comment:
  en-us: Can design an appropriate and valid data collection strategy that accurately capture the construct of interest (i.e. Learning analytics)
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-056
type: Competency
competency text:
  en-us: Can design reliable and valid assessment instruments that accurately capture the construct of interest (i.e. formal assessment)
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.176Z
date modified: 2025-11-24T10:03:11.176Z
competency label:
  en-us: Can design reliable and valid assessment instruments that accurately capture the construct of interest (i.e. formal assessment)
comment:
  en-us: Can design reliable and valid assessment instruments that accurately capture the construct of interest (i.e. formal assessment)
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-055
type: Competency
competency text:
  en-us: Can design informative studies using quantitative methodologies alone or as part of mixed methods research
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.097Z
date modified: 2025-11-24T10:03:11.097Z
competency label:
  en-us: Can design informative studies using quantitative methodologies alone or as part of mixed methods research
comment:
  en-us: Can design informative studies using quantitative methodologies alone or as part of mixed methods research
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-054
type: Competency
competency text:
  en-us: Can design informative studies using qualitative methodologies alone or as part of mixed methods research
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:11.019Z
date modified: 2025-11-24T10:03:11.019Z
competency label:
  en-us: Can design informative studies using qualitative methodologies alone or as part of mixed methods research
comment:
  en-us: Can design informative studies using qualitative methodologies alone or as part of mixed methods research
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-053
type: Competency
competency text:
  en-us: Can ID gaps in the literature
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.942Z
date modified: 2025-11-24T10:03:10.942Z
competency label:
  en-us: Can ID gaps in the literature
comment:
  en-us: Can ID gaps in the literature
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-052
type: Competency
competency text:
  en-us: IDs the appropriate methodology based on the research goals, context, and timescale
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.864Z
date modified: 2025-11-24T10:03:10.864Z
competency label:
  en-us: IDs the appropriate methodology based on the research goals, context, and timescale
comment:
  en-us: IDs the appropriate methodology based on the research goals, context, and timescale
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-051
type: Competency
competency text:
  en-us: Articulate various research frameworks (quantitative, qualitative, mixed, data-centric), their unique attributes, and the situations under which each is most appropriate.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.787Z
date modified: 2025-11-24T10:03:10.787Z
competency label:
  en-us: Articulate various research frameworks (quantitative, qualitative, mixed, data-centric), their unique attributes, and the situations under which each is most appropriate.
comment:
  en-us: Articulate various research frameworks (quantitative, qualitative, mixed, data-centric), their unique attributes, and the situations under which each is most appropriate.
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-050
type: Competency
competency text:
  en-us: Frame research questions; Formulate hypotheses
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.710Z
date modified: 2025-11-24T10:03:10.710Z
competency label:
  en-us: Frame research questions; Formulate hypotheses
comment:
  en-us: Frame research questions; Formulate hypotheses
competency category:
  en-us: Research
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-049
type: Competency
competency text:
  en-us: Coordinate team efforts to ensure project timelines and deliverables are met.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.633Z
date modified: 2025-11-24T10:03:10.633Z
competency label:
  en-us: Coordinate team efforts to ensure project timelines and deliverables are met.
comment:
  en-us: Coordinate team efforts to ensure project timelines and deliverables are met.
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-048
type: Competency
competency text:
  en-us: Develop, contribute, manage a project plan (scope, objectives,activities, timeline, deliverables) to design and implement learning solution
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.553Z
date modified: 2025-11-24T10:03:10.553Z
competency label:
  en-us: Develop, contribute, manage a project plan (scope, objectives,activities, timeline, deliverables) to design and implement learning solution
comment:
  en-us: Develop, contribute, manage a project plan (scope, objectives,activities, timeline, deliverables) to design and implement learning solution
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-047
type: Competency
competency text:
  en-us: Manages information sharing and documentation
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.468Z
date modified: 2025-11-24T10:03:10.468Z
competency label:
  en-us: Manages information sharing and documentation
comment:
  en-us: Manages information sharing and documentation
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-046
type: Competency
competency text:
  en-us: Effective communication technical skills
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.392Z
date modified: 2025-11-24T10:03:10.392Z
competency label:
  en-us: Effective communication technical skills
comment:
  en-us: Effective communication technical skills
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-045
type: Competency
competency text:
  en-us: Clear and effective communication to diverse audiences. Adapts communication to the goals, needs, urgency and sensitivity of the interaction. Conveys information purposefully
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.310Z
date modified: 2025-11-24T10:03:10.310Z
competency label:
  en-us: Clear and effective communication to diverse audiences. Adapts communication to the goals, needs, urgency and sensitivity of the interaction. Conveys information purposefully
comment:
  en-us: Clear and effective communication to diverse audiences. Adapts communication to the goals, needs, urgency and sensitivity of the interaction. Conveys information purposefully
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-044
type: Competency
competency text:
  en-us: Engage with project stakeholders, manage their expectations, and address concerns.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.222Z
date modified: 2025-11-24T10:03:10.222Z
competency label:
  en-us: Engage with project stakeholders, manage their expectations, and address concerns.
comment:
  en-us: Engage with project stakeholders, manage their expectations, and address concerns.
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-043
type: Competency
competency text:
  en-us: Address and resolve conflicts in a constructive manner
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.145Z
date modified: 2025-11-24T10:03:10.145Z
competency label:
  en-us: Address and resolve conflicts in a constructive manner
comment:
  en-us: Address and resolve conflicts in a constructive manner
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-042
type: Competency
competency text:
  en-us: Work effectively with diverse teams to achieve common goals
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:10.069Z
date modified: 2025-11-24T10:03:10.069Z
competency label:
  en-us: Work effectively with diverse teams to achieve common goals
comment:
  en-us: Work effectively with diverse teams to achieve common goals
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-041
type: Competency
competency text:
  en-us: Build and maintain positive interpersonal relationships within the team
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.991Z
date modified: 2025-11-24T10:03:09.991Z
competency label:
  en-us: Build and maintain positive interpersonal relationships within the team
comment:
  en-us: Build and maintain positive interpersonal relationships within the team
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-040
type: Competency
competency text:
  en-us: Developing constructive and cooperative working relationships with others, and maintain them over time.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.915Z
date modified: 2025-11-24T10:03:09.915Z
competency label:
  en-us: Developing constructive and cooperative working relationships with others, and maintain them over time.
comment:
  en-us: Developing constructive and cooperative working relationships with others, and maintain them over time.
competency category:
  en-us: Professional Skills
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-039
type: Competency
competency text:
  en-us: Can explain suitability and limitations
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.839Z
date modified: 2025-11-24T10:03:09.839Z
competency label:
  en-us: Can explain suitability and limitations
comment:
  en-us: Can explain suitability and limitations
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-038
type: Competency
competency text:
  en-us: Can select approproate assessment instruments for a particular context
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.760Z
date modified: 2025-11-24T10:03:09.760Z
competency label:
  en-us: Can select approproate assessment instruments for a particular context
comment:
  en-us: Can select approproate assessment instruments for a particular context
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-037
type: Competency
competency text:
  en-us: Is aware of the breadth of relevant constructs, measures, frameworks, and assessment instruments
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.680Z
date modified: 2025-11-24T10:03:09.680Z
competency label:
  en-us: Is aware of the breadth of relevant constructs, measures, frameworks, and assessment instruments
comment:
  en-us: Is aware of the breadth of relevant constructs, measures, frameworks, and assessment instruments
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-036
type: Competency
competency text:
  en-us: Clearly links theoretical to practical. Makes implications clear and compelling.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.604Z
date modified: 2025-11-24T10:03:09.604Z
competency label:
  en-us: Clearly links theoretical to practical. Makes implications clear and compelling.
comment:
  en-us: Clearly links theoretical to practical. Makes implications clear and compelling.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-035
type: Competency
competency text:
  en-us: Synthesize and Communicate knowledge area for different audiences/purposes
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.524Z
date modified: 2025-11-24T10:03:09.524Z
competency label:
  en-us: Synthesize and Communicate knowledge area for different audiences/purposes
comment:
  en-us: Synthesize and Communicate knowledge area for different audiences/purposes
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-034
type: Competency
competency text:
  en-us: Synthesizes complex learning science concepts and research findings, and communicates them appropriately.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.446Z
date modified: 2025-11-24T10:03:09.446Z
competency label:
  en-us: Synthesizes complex learning science concepts and research findings, and communicates them appropriately.
comment:
  en-us: Synthesizes complex learning science concepts and research findings, and communicates them appropriately.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-033
type: Competency
competency text:
  en-us: Makes theoretically-informed adaptations to the context at hand that are likely to result in improved learning outcomes.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.368Z
date modified: 2025-11-24T10:03:09.368Z
competency label:
  en-us: Makes theoretically-informed adaptations to the context at hand that are likely to result in improved learning outcomes.
comment:
  en-us: Makes theoretically-informed adaptations to the context at hand that are likely to result in improved learning outcomes.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-032
type: Competency
competency text:
  en-us: Identifies and utilizes emperically-derived boundary conditions.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.290Z
date modified: 2025-11-24T10:03:09.290Z
competency label:
  en-us: Identifies and utilizes emperically-derived boundary conditions.
comment:
  en-us: Identifies and utilizes emperically-derived boundary conditions.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-031
type: Competency
competency text:
  en-us: Apply theoretical and empirical findings in accurate and relevant ways
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.212Z
date modified: 2025-11-24T10:03:09.212Z
competency label:
  en-us: Apply theoretical and empirical findings in accurate and relevant ways
comment:
  en-us: Apply theoretical and empirical findings in accurate and relevant ways
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-030
type: Competency
competency text:
  en-us: Consistently incorporates up-to-date findings in explanations.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.134Z
date modified: 2025-11-24T10:03:09.134Z
competency label:
  en-us: Consistently incorporates up-to-date findings in explanations.
comment:
  en-us: Consistently incorporates up-to-date findings in explanations.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-029
type: Competency
competency text:
  en-us: Can integrate insights across sub-disciplines. Can interpret findings through knowledge of various research traditions, debates, and limitations of various approaches.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:09.052Z
date modified: 2025-11-24T10:03:09.052Z
competency label:
  en-us: Can integrate insights across sub-disciplines. Can interpret findings through knowledge of various research traditions, debates, and limitations of various approaches.
comment:
  en-us: Can integrate insights across sub-disciplines. Can interpret findings through knowledge of various research traditions, debates, and limitations of various approaches.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-028
type: Competency
competency text:
  en-us: Knows and can explain the core concepts and theories in concise, actionable and accurate ways.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.976Z
date modified: 2025-11-24T10:03:08.976Z
competency label:
  en-us: Knows and can explain the core concepts and theories in concise, actionable and accurate ways.
comment:
  en-us: Knows and can explain the core concepts and theories in concise, actionable and accurate ways.
competency category:
  en-us: Learning Sciences
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-027
type: Competency
competency text:
  en-us: Apply learning engineering process
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.896Z
date modified: 2025-11-24T10:03:08.896Z
competency label:
  en-us: Apply learning engineering process
comment:
  en-us: Apply learning engineering process
competency category:
  en-us: Learning Engineering Essentials
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-026
type: Competency
competency text:
  en-us: Identify tools and techniques for learning engineering
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.818Z
date modified: 2025-11-24T10:03:08.818Z
competency label:
  en-us: Identify tools and techniques for learning engineering
comment:
  en-us: Identify tools and techniques for learning engineering
competency category:
  en-us: Learning Engineering Essentials
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-025
type: Competency
competency text:
  en-us: Describe Learning Engineering
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.744Z
date modified: 2025-11-24T10:03:08.744Z
competency label:
  en-us: Describe Learning Engineering
comment:
  en-us: Describe Learning Engineering
competency category:
  en-us: Learning Engineering Essentials
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-024
type: Competency
competency text:
  en-us: Community building in iterative design – Collaboration and stakeholder involvement
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.664Z
date modified: 2025-11-24T10:03:08.664Z
competency label:
  en-us: Community building in iterative design – Collaboration and stakeholder involvement
comment:
  en-us: Community building in iterative design – Collaboration and stakeholder involvement
competency category:
  en-us: Ethical Practice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-023
type: Competency
competency text:
  en-us: Foster an inclusive environment that builds a safe, positive learning climate of openness, mutual respect, support, and inquiry and facilitates diversity
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.588Z
date modified: 2025-11-24T10:03:08.588Z
competency label:
  en-us: Foster an inclusive environment that builds a safe, positive learning climate of openness, mutual respect, support, and inquiry and facilitates diversity
comment:
  en-us: Foster an inclusive environment that builds a safe, positive learning climate of openness, mutual respect, support, and inquiry and facilitates diversity
competency category:
  en-us: Ethical Practice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-022
type: Competency
competency text:
  en-us: Understand fundamental data practices for governance such as stewardship, storage, ownership, access, security, transpaentcy with the measurement, collection, analysis and use of learning data
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.513Z
date modified: 2025-11-24T10:03:08.513Z
competency label:
  en-us: Understand fundamental data practices for governance such as stewardship, storage, ownership, access, security, transpaentcy with the measurement, collection, analysis and use of learning data
comment:
  en-us: Understand fundamental data practices for governance such as stewardship, storage, ownership, access, security, transpaentcy with the measurement, collection, analysis and use of learning data
competency category:
  en-us: Ethical Practice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-021
type: Competency
competency text:
  en-us: Understand ethic principles and standards such as privacy, confidentiality, intergity with the measurement, collection, analysis and use of learning data at all levels (classroom, research, etc. )
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.436Z
date modified: 2025-11-24T10:03:08.436Z
competency label:
  en-us: Understand ethic principles and standards such as privacy, confidentiality, intergity with the measurement, collection, analysis and use of learning data at all levels (classroom, research, etc. )
comment:
  en-us: Understand ethic principles and standards such as privacy, confidentiality, intergity with the measurement, collection, analysis and use of learning data at all levels (classroom, research, etc. )
competency category:
  en-us: Ethical Practice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-020
type: Competency
competency text:
  en-us: Clearly explain AI concepts, applications, and implications to various stakeholders in the educational ecosystem.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.361Z
date modified: 2025-11-24T10:03:08.361Z
competency label:
  en-us: Clearly explain AI concepts, applications, and implications to various stakeholders in the educational ecosystem.
comment:
  en-us: Clearly explain AI concepts, applications, and implications to various stakeholders in the educational ecosystem.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-019
type: Competency
competency text:
  en-us: Use AI-powered tools to enhance learning design processes, content creation, and data analysis.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.285Z
date modified: 2025-11-24T10:03:08.285Z
competency label:
  en-us: Use AI-powered tools to enhance learning design processes, content creation, and data analysis.
comment:
  en-us: Use AI-powered tools to enhance learning design processes, content creation, and data analysis.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-018
type: Competency
competency text:
  en-us: Identify and mitigate ethical implications of using AI in educational settings, including issues of privacy, fairness, and transparency.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.208Z
date modified: 2025-11-24T10:03:08.208Z
competency label:
  en-us: Identify and mitigate ethical implications of using AI in educational settings, including issues of privacy, fairness, and transparency.
comment:
  en-us: Identify and mitigate ethical implications of using AI in educational settings, including issues of privacy, fairness, and transparency.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-017
type: Competency
competency text:
  en-us: Evaluate the potential benefits and limitations of AI applications in various learning contexts.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.130Z
date modified: 2025-11-24T10:03:08.130Z
competency label:
  en-us: Evaluate the potential benefits and limitations of AI applications in various learning contexts.
comment:
  en-us: Evaluate the potential benefits and limitations of AI applications in various learning contexts.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-016
type: Competency
competency text:
  en-us: Communicate the data results, information, decisions and application to various stakeholder groups
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:08.052Z
date modified: 2025-11-24T10:03:08.052Z
competency label:
  en-us: Communicate the data results, information, decisions and application to various stakeholder groups
comment:
  en-us: Communicate the data results, information, decisions and application to various stakeholder groups
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-015
type: Competency
competency text:
  en-us: Construct outline and story that visually highlights key learnings, opportunities, and insights from data as it relates to the challenge or question investigated
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.977Z
date modified: 2025-11-24T10:03:07.977Z
competency label:
  en-us: Construct outline and story that visually highlights key learnings, opportunities, and insights from data as it relates to the challenge or question investigated
comment:
  en-us: Construct outline and story that visually highlights key learnings, opportunities, and insights from data as it relates to the challenge or question investigated
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-014
type: Competency
competency text:
  en-us: Use the data information and results to inform decision making process and apply the data
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.895Z
date modified: 2025-11-24T10:03:07.895Z
competency label:
  en-us: Use the data information and results to inform decision making process and apply the data
comment:
  en-us: Use the data information and results to inform decision making process and apply the data
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-013
type: Competency
competency text:
  en-us: Transform data into actionable information (wisdom)
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.815Z
date modified: 2025-11-24T10:03:07.815Z
competency label:
  en-us: Transform data into actionable information (wisdom)
comment:
  en-us: Transform data into actionable information (wisdom)
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-012
type: Competency
competency text:
  en-us: Identify and interpret key insights from learning data, reports, and findings that are relevant to learning objectives and support learning engineering projects.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.740Z
date modified: 2025-11-24T10:03:07.740Z
competency label:
  en-us: Identify and interpret key insights from learning data, reports, and findings that are relevant to learning objectives and support learning engineering projects.
comment:
  en-us: Identify and interpret key insights from learning data, reports, and findings that are relevant to learning objectives and support learning engineering projects.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-011
type: Competency
competency text:
  en-us: Maintain data quality standards throughout the collection process, ensuring the reliability and validity of data for learning analytics.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.663Z
date modified: 2025-11-24T10:03:07.663Z
competency label:
  en-us: Maintain data quality standards throughout the collection process, ensuring the reliability and validity of data for learning analytics.
comment:
  en-us: Maintain data quality standards throughout the collection process, ensuring the reliability and validity of data for learning analytics.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-010
type: Competency
competency text:
  en-us: Evaluate existing data sources, systems, and tools to determine what data can be leveraged for learning analytics and identify gaps requiring new data collection methods.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.585Z
date modified: 2025-11-24T10:03:07.585Z
competency label:
  en-us: Evaluate existing data sources, systems, and tools to determine what data can be leveraged for learning analytics and identify gaps requiring new data collection methods.
comment:
  en-us: Evaluate existing data sources, systems, and tools to determine what data can be leveraged for learning analytics and identify gaps requiring new data collection methods.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-009
type: Competency
competency text:
  en-us: Identify and articulate the specific data needs to address learning challenges or questions, aligning data collection with learning objectives.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.507Z
date modified: 2025-11-24T10:03:07.507Z
competency label:
  en-us: Identify and articulate the specific data needs to address learning challenges or questions, aligning data collection with learning objectives.
comment:
  en-us: Identify and articulate the specific data needs to address learning challenges or questions, aligning data collection with learning objectives.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-008
type: Competency
competency text:
  en-us: Identify what data exists, what is built into systems and tools that can be leveraged, and what has to be uniquely developed and require instrumentation
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.429Z
date modified: 2025-11-24T10:03:07.429Z
competency label:
  en-us: Identify what data exists, what is built into systems and tools that can be leveraged, and what has to be uniquely developed and require instrumentation
comment:
  en-us: Identify what data exists, what is built into systems and tools that can be leveraged, and what has to be uniquely developed and require instrumentation
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-007
type: Competency
competency text:
  en-us: Identify the types of data to capture the learning challenge or question
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.349Z
date modified: 2025-11-24T10:03:07.349Z
competency label:
  en-us: Identify the types of data to capture the learning challenge or question
comment:
  en-us: Identify the types of data to capture the learning challenge or question
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-006
type: Competency
competency text:
  en-us: Identify the question/challenge for the data to inform
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.270Z
date modified: 2025-11-24T10:03:07.270Z
competency label:
  en-us: Identify the question/challenge for the data to inform
comment:
  en-us: Identify the question/challenge for the data to inform
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-005
type: Competency
competency text:
  en-us: Apply data-driven decision-making in learning contexts.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.188Z
date modified: 2025-11-24T10:03:07.188Z
competency label:
  en-us: Apply data-driven decision-making in learning contexts.
comment:
  en-us: Apply data-driven decision-making in learning contexts.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-004
type: Competency
competency text:
  en-us: Interpret data visualizations in learning contexts
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.110Z
date modified: 2025-11-24T10:03:07.110Z
competency label:
  en-us: Interpret data visualizations in learning contexts
comment:
  en-us: Interpret data visualizations in learning contexts
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-003
type: Competency
competency text:
  en-us: Collaborate effectively with data scientists by discussing mathematical and statistical approaches in learning analytics projects.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:07.032Z
date modified: 2025-11-24T10:03:07.032Z
competency label:
  en-us: Collaborate effectively with data scientists by discussing mathematical and statistical approaches in learning analytics projects.
comment:
  en-us: Collaborate effectively with data scientists by discussing mathematical and statistical approaches in learning analytics projects.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-002
type: Competency
competency text:
  en-us: Organize and manage data effectively to support learning processes, ensuring data is structured appropriately and maintained accurately.
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:06.931Z
date modified: 2025-11-24T10:03:06.931Z
competency label:
  en-us: Organize and manage data effectively to support learning processes, ensuring data is structured appropriately and maintained accurately.
comment:
  en-us: Organize and manage data effectively to support learning processes, ensuring data is structured appropriately and maintained accurately.
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

comp-001
type: Competency
competency text:
  en-us: Demonstrate Data Awareness and Identify Data Types and Formats
is part of: https://tlatoolbox.com/frameworks/fw-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
date created: 2025-11-24T10:03:06.609Z
date modified: 2025-11-24T10:03:06.609Z
competency label:
  en-us: Demonstrate Data Awareness and Identify Data Types and Formats
comment:
  en-us: Demonstrate Data Awareness and Identify Data Types and Formats
competency category:
  en-us: Data Literacy
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa
type: Rubric
name:
  en-us: ICICLE Learning Engineering Competency Framework Proficiency Rubric
description:
  en-us: Holistic proficiency rubric for evaluating competencies in ICICLE Learning Engineering Competency Framework
has rubric criterion: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/criteria/1

https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/criteria/1
type: RubricCriterion
name:
  en-us: Proficiency Level
description:
  en-us: Proficiency evaluation criterion for ICICLE Learning Engineering Competency Framework
list ID: 1
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/novice
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/proficient
has rubric criterion level: https://tlatoolbox.com/rubrics/rb-ddf0e0d2-f9e9-46ce-89cd-b1e4816426fa/levels/expert

novice
type: RubricCriterionLevel
name:
  en-us: Novice
list ID: 1
description:
  en-us: Basic understanding and application

proficient
type: RubricCriterionLevel
name:
  en-us: Proficient
list ID: 2
description:
  en-us: Competent application in varied contexts

expert
type: RubricCriterionLevel
name:
  en-us: Expert
list ID: 3
description:
  en-us: Advanced mastery and leadership

en-us: ICICLE Learning Engineering Competency Framework

en-us: Comprehensive competency framework for Learning Engineering professionals, defining professional competence to participate on LE teams and contribute to LE initiatives