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Department of Computer Science

Rubrics for Student Outcome Assessment


Outcome 1:

Analyze a complex computing problem and apply principles of computing and other relevant disciplines to identify solutions.

Levels of Performance
  Indicators Unsatisfactory Developing Satisfactory Exemplary
  Abstraction of complex problems into formal models allowing for algorithmic solutions Student is unable to model a complex problem formally Student's attempts to model complex problems are inadequate Student models complex problems sufficiently so that algorithmic solutions can be developed with effort Student develops clean, elegant models of complex problems which easily translate into algorithmic solutions
  Knowledge of adequate algorithmic strategies for solution development and implementation Student is unable to select appropriate algorithmic strategies Student is occasionally able to select appropriate algorithmic strategies Student is often able to select appropriate algorithmic strategies Student's algorithmic strategy selection is always appropriate and effective
  Mapping formal specifications of problems into algorithmic solutions Student exhibits little understanding of formal specifications Student struggles at mapping formal specifications into algorithms Student is usually able to map formal specifications into appropriate algorithms Student is always able to map formal specifications into well-chosen algorithms

Rubric: one per student

Assessment method: direct

Assessment instruments: Select problems in exams, homework problems, programming assignments, and quizzes


Outcome 2:

Design, implement, and evaluate a computing-based solution to meet a given set of computing requirements in the context of the program’s discipline.

Levels of Performance
  Indicators Unsatisfactory Developing Satisfactory Exemplary
  Designs a programmable solution for a problem Does not submit design Submitted design is flawed and will not work Submits workable design Submits easily followed design using appropriate models and design methods
  Implements an executable solution Solution does not compile or run Program compiles but does not run correctly Program compiles and runs successfully Solution is well- tested and appropriately documented
  Validates the implementation relative to requirements Does not attempt validation Some requirements are validated, but a few requirement are not met Meets all requirements A rigorous implementation analysis is provided in relation to requirements, which are analyzed in detail

Rubric: one per student

Assessment method: direct

Assessment instruments: Programming assignments and programming projects

Example project: build a small kernel. This could be a group project, with components as individual projects.


Outcome 3:

Communicate effectively in a variety of professional contexts.

Levels of Performance
  Indicators Unsatisfactory Developing Satisfactory Exemplary
  Demonstrates effective written communication skills in the context of discussion topics Shows little ability to write about discussion topics Shows some ability to write about of discussion topics Shows ability to write about discussion topics Demonstrates mastery of ability to write about discussion topics
  Effectively presents concepts in oral presentation Content needs work both in research and organization, lacks effective visual aids, or is poorly timed Content is understandable but could benefit from better research and organization, visual aids are ineffective, or is poorly timed Content and research are appropriate and organized, visuals are adequate, and presentation timing was reasonable Content is well-researched and organized, with effective visuals and well-planned presentation timing

Rubric: one per student

Assessment method: direct

Assessment instruments: discussion forum participation, oral presentations and term paper


Outcome 4:

Recognize professional responsibilities and make informed judgments in computing practice based on legal and ethical principles.

Levels of Performance
  Indicators Unsatisfactory Developing Satisfactory Exemplary
  Demonstrates knowledge of ethical, legal and social implications of computing Demonstratespoor understanding of security, needs help to recognize basic elements of ethics Demonstrates limited understanding of security, shows ability to recognize basic elements of ethics Demonstrates good understanding of security, recognizes some elements of ethics Demonstrates good understanding of security, recognizes basic elements of ethics
  Demonstrates understanding of the impact of computing practices in society at large Little understanding of the impact of computing practices in society Some understanding of the impact of computing practices Understands the impact of computing practices Excellent ability to understand best computing practices in society
  Demonstrates awareness of the significance of privacy and security in data management Needs help Demonstrates some ability Demonstrates good ability Demonstrates excellent ability to recognize significance of privacy and security in data management

Rubric: one per student

Assessment method: direct

Assessment instruments: Exams, homework’s, term paper


Outcome 5:

Function effectively as a member or leader of a team engaged in activities appropriate to the program’s discipline.

Levels of Performance
  Indicators Unsatisfactory Developing Satisfactory Exemplary
  Attendance and participation in team meetings Does not attend or is late consistently Does not attend all meetings, or attends meetings but meets few responsibilities Attends all meetings, participates in all team activities and meets all responsibilities Attends all meetings, contributes to discussions, and provides valuable initiative to team activities.
  Contributes to overall group work product Fails to contribute meaningfully to group work product Contribution to group work product is occasionally helpful Individual work consistently supports group effort Individual work plays a critical role in group work product
  Demonstrates leadership and teamwork skills Does not communicate well Sometimes participates in supporting group efforts and activities Often takes initiative to support group efforts and activities Always takes initiative, supports group efforts and encourages group members

Rubric: one per student

Assessment method: direct

Assessment instruments: team projects


Outcome 6:

Apply computer science theory and software development fundamentals to produce computing-based solutions.

Levels of Performance
  Indicators Unsatisfactory Developing Satisfactory Exemplary
  Working knowledge of programming languages and software development fundamentals Student's command of even a single programming language is uneven Student can function within a single programming language, but often fails to develop maintainable, abstract code Student is able to function in several programming paradigms, and usually develops maintainable, abstract code Student selects appropriate programming languages and paradigms for the task at hand, and always produces maintainable, abstract code
  Knowledge of fundamental data structures and algorithms Student does not understand fundamental data structures and algorithms Student struggles at translating fundamental data structures and algorithms into appropriate code Student usually produces workable implementations of fundamental data structures and algorithms Student implements elegant implementations of fundamental data structures and algorithms
  Knowledge of asymptotic notions and notations, and best- , expected- and worst-case analysis of algorithms Student is not able to employ asymptotic analysis Student understands the uses of asymptotic analysis, but rarely performs it correctly Student usually performs asymptotic analysis appropriately and correctly Student always performs asymptotic analysis appropriately and correctly

Rubric: one per student

Assessment method: direct

Assessment instruments: Select exam questions, homework, programming assignments, and quizzes

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