Engineering Colleges in Tirupati | Electronics and Communication Engineering | AITS-TPT (2023)

The department of CSE (Data Science) has developed and adopted Programme Outcomes (POs) for guiding PG programme. POs describe that, what students are expected to know or be able to do by the time of graduation from the programme.

PO 1: Engineering knowledge: Apply the knowledge of mathematics, science, engineering fundamentals, and an engineering specialisation for the solution of complex engineering problems.CompetencyPerformance Indicators1.1Demonstrate competence in mathematical modelling1.1.1 Apply the knowledge of discrete structures, linear algebra, statistics and numerical techniques to solve problems

1.1.2 Apply the concepts of probability, statistics and queuing theory in modeling of computer based system, data and network protocols

1.2 Demonstrate competence in basic sciences1.2.1 Apply laws of natural science to an engineering problem1.3 Demonstrate competence in engineering fundamentals1.3.1 Apply engineering fundamentals.1.4 Demonstrate competence in specialized engineering

knowledge to the program

1.4.1 Apply theory and principles of computer science engineering to solve an engineering problemPO 2: Problem analysis: Identify, formulate, research literature, and analyse complex engineering problems reaching substantiated conclusions using first principles of mathematics, natural sciences, and engineering sciences.2.1 Demonstrate an ability to identify and formulate complex engineering problem2.1.1 Evaluate problem statements and identifies objectives

2.1.2 Identifies processes/modules/algorithms of a computer based system and parameters to solve a problem

2.1.3 Identifies mathematical algorithmic knowledge that applies to a given problem

2.2 Demonstrate an ability to formulate a solution plan and methodology for an engineering problem2.2.1 Reframe the computer based system into interconnected subsystems

2.2.2 Identifies functionalities and computing resources

2.2.3 Identify existing solution/methods to solve the problem, including forming justified approximations and assumptions

2.2.4 Compare and contrast alternative solution/methods to select the best methods 2.6.5 Compare and contrast alternative solution processes to select the best process

2.3 Demonstrate an ability to formulate and interpret a model2.3.1 Able to apply computer engineering principles to formulate modules of a system with required applicability and performance

2.3.2 Identify design constraints for required performance criteria

2.4 Demonstrate an ability to execute a solution process and

analyze results

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2.4.1 Applies engineering mathematics to implement the solution

2.4.2 Analyze and interpret the results using contemporary tools

2.4.3 Identify the limitations of the solution and sources/causes

2.4.4 Arrive at conclusions with respect to the objectives

PO 3: Design/Development of Solutions: Design solutions for complex engineering problems and design system components or processes that meet the specified needs with appropriate consideration for public health and safety, and cultural, societal, and environmental considerations.3.1 Demonstrate an ability to define a complex / openended problem in engineering terms3.1.1 Able to define a precise problem statement with objectives and scope

3.1.2 Able to identify and document system requirements from stake holders

3.1.3 Ability to review state of the art literature to synthesize system requirements

3.1.4 Ability to choose appropriate quality attributes as defined by ISO/IEC/IEEE standard.

3.1.5 Explore and synthesize system requirements from larger social and professional concerns

3.1.6 Ability to develop software requirement specifications (SRS)

3.2 Demonstrate an ability to generate a diverse set of alternative design solutions3.2.1 Ability to explore design alternatives

3.2.2 Ability to produce a variety of potential design solutions suited to meet functional requirements

3.2.3 Identify suitable non functional requirements for evaluation of alternate design solutions

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3.3 Demonstrate an ability to select optimal design scheme for further development3.3.1 Ability to perform systematic evaluation of the degree to which several design concepts meet the criteria

3.3.2 Consult with domain experts and stakeholders to select candidate engineering design solution for further development

3.4 Demonstrate an ability to advance an engineering design to defined end state3.4.1 Ability to refine architecture design into a detailed design within the existing constraints

3.4.2 Ability to implement and integrate the modules

3.4.3 Ability to verify the functionalities and validate the design

PO 4: Conduct investigations of complex problems: Use research-based knowledge and research methods including design of experiments, analysis and interpretation of data, and synthesis of the information to provide valid conclusions.4.1 Demonstrate an ability to conduct investigations of technical issues consistent with their level of knowledge and understanding4.1.1 Define a problem for purposes of investigation, its scope and importance

4.1.2 Ability to choose appropriate procedure/algorithm, data set and test cases

4.1.3 Ability to choose appropriate hardware/software tools to conduct the experiment

4.2 Demonstrate an ability to design experiments to solve open ended problems4.2.1 Design and develop appropriate procedures/methodologies based on the study objectives .4.3 Demonstrate an ability to analyze data and reach a valid conclusion4.3.1 Use appropriate procedures, tools and techniques to collect and analyze data

4.3.2 Critically analyze data for trends and correlations, stating possible errors and limitations

4.3.3 Represent data (in tabular and/or graphical forms) so as to facilitate analysis and explanation of the data, and drawing of conclusions

4.3.4 Synthesize information and knowledge about the problem from the raw data to reach appropriate conclusions

PO 5: Modern tool usage: Create, select, and apply appropriate techniques, resources, and modern engineering and IT tools including prediction and modelling to complex engineering activities with an understanding of the limitations.5.1Demonstrate an ability to identify / create modern engineering tools, techniques and resources5.1.1 Identify modern engineering tools, techniques and resources for engineering activities

5.1.2 Create/adapt/modify/extend tools and techniques to solve engineering problems

5.2 Demonstrate an ability to select and apply discipline specific tools, techniques and resources5.2.1 Identify the strengths and limitations of tools for (i) acquiring information, (ii) modeling and simulating, (iii) monitoring system performance, and (iv) creating engineering designs

5.2.2 Demonstrate proficiency in using discipline specific tools

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5.3 Demonstrate an ability to evaluate the suitability and limitations of tools used to solve an engineering problem5.3.1 Discuss limitations and validate tools, techniques and resources

5.3.2 Verify the credibility of results from tool use with reference to the accuracy and limitations, and the assumptions inherent in their use

PO 6: The engineer and society: Apply reasoning informed by the contextual knowledge to assess societal, health, safety, legal, and cultural issues and the consequent responsibilities relevant to the professional engineering practice.6.1 Demonstrate an ability to describe engineering roles in a broader context, e.g. pertaining to the environment, health, safety, legal and public welfare6.1.1 Identify and describe various engineering roles; particularly as pertains to protection of the public and public interest at global, regional and local level6.2 Demonstrate an understanding of professional engineering regulations, legislation and standards6.2.1 Interpret legislation, regulations, codes, and standards relevant to your discipline and explain its contribution to the protection of the publicPO 7: Environment and sustainability: Understand the impact of the professional engineering solutions in societal and environmental contexts, and demonstrate the knowledge of, and need for sustainable


7.1 Demonstrate an understanding of the impact of engineering and industrial practices on social, environmental and in economic contexts7.1.1 Identify risks/impacts in the life-cycle of an engineering product or activity

7.1.2 Understand the relationship between the technical, socio economic and environmental dimensions of sustainability

7.2 Demonstrate an ability to apply principles of sustainable design and Development7.2.1 Describe management techniques for sustainable development

7.2.2 Apply principles of preventive engineering and sustainable development to an engineering activity or product relevant to the discipline

PO 8: Ethics: Apply ethical principles and commit to professional ethics and responsibilities and norms of the engineering practice.8.1 Demonstrate an ability to recognize ethical dilemmas8.1.1 Identify situations of unethical professional conduct and propose ethical alternatives8.2 Demonstrate an ability to apply the Code of Ethics8.2.1 Identify tenets of the ASME professional code of ethics

8.2.2 Examine and apply moral & ethical principles to known case studies

PO 9: Individual and team work: Function effectively as an individual, and as a member or leader in diverse teams, and in multidisciplinary settings.9.1 Demonstrate an ability to form a team and define a role for each member9.1.1 Recognize a variety of working and learning preferences; appreciate the value of diversity on a team

9.1.2 Implement the norms of practice (e.g. rules, roles, charters, agendas, etc.) of effective team work, to accomplish a goal.

9.2 Demonstrate effective individual and team operations-communication, problem solving, conflict resolution and leadership skills9.2.1 Demonstrate effective communication, problem solving, conflict resolution and leadership skills

9.2.2 Treat other team members respectfully

9.2.3 Listen to other members and Maintain composure in difficult situations

9.3 Demonstrate success in a teambased project9.3.1 Present results as a team, with smooth integration of contributions from all individual effortsPO 10: Communication: Communicate effectively on complex engineering activities with the engineering community and with the society at large, such as, being able to comprehend and write effective reports and design documentation, make effective presentations, and give and receive clear instructions10.1 Demonstrate an ability to comprehend technical literature and document project work10.1.1 Read, understand and interpret technical and nontechnical information

10.1.2 Produce clear, well-constructed, and well-supported written engineering documents

10.1.3 Create flow in a document or presentation – a logical progression of ideas so that the main point is clear

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10.2 Demonstrate competence in listening, speaking, and presentation10.2.1 Listen to and comprehend information, instructions, and viewpoints of others

10.2.2 Deliver effective oral presentations to technical and nontechnical audiences

10.3 Demonstrate the ability to integrate different modes of


10.3.1 Create engineering-standard figures, reports and drawings to complement writing and presentations

10.3.2 Use a variety of media effectively to convey a message in a document or a presentation

PO 11: Project management and finance: Demonstrate knowledge and understanding of the engineering and management principles and apply these to one’s own work, as a member and leader in a team, to manage projects and in multidisciplinary environments.11.1 Demonstrate an ability to evaluate the economic and financial performance of an engineering activity11.1.1 Describe various economic and financial costs/benefits of an engineering activity 11.1.2 Analyze different forms of financial statements to evaluate the financial status of an engineering project11.2 Demonstrate an ability to compare and contrast the costs/benefits of alternate

proposals for an engineering activity

11.2.1 Analyze and select the most appropriate proposal based on economic and financial considerations11.3 Demonstrate an ability to plan/manage an engineering activity within time and budget constraints11.3.1 Identify the tasks required to complete an engineering activity, and the resources required to complete the tasks

11.3.2 Use project management tools to schedule an engineering project so it is completed on time and on budget

PO 12: Life-long learning: Recognise the need for, and have the preparation and ability to engage in independent and life-long learning in the broadest context of technological change.12.1 Demonstrate an ability to identify gaps in knowledge and a strategy to close these gaps12.1.1 Describe the rationale of requirement for continuing professional development

12.1.2 Identify deficiencies or gaps in knowledge and demonstrate an ability to source information to close this gap

12.2 Demonstrate an ability to identify changing trends in

engineering knowledge and practice

12.2.1 Identify historic points of technological advance in engineering that required practitioners to seek education in order to stay current

12.2.2 Recognize the need and be able to clearly explain why it is vitally important to keep current regarding new developments in your field.

12.3 Demonstrate an ability to identify and access sources for new information12.3.1 Source and comprehend technical literature and other credible sources of information.

12.3.2 Analyze sourced technical and popular information for feasibility, viability, sustainability, etc.


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