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    * Master of Digital Transformation and Innovation and Concentration Applied Data Science

  Master of Digital Transformation and Innovation and Concentration Applied Data Science

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      Summary

        * Degree offered: Master of Digital Transformation and Innovation (MDTI)
        * Registration status options: Full-time; Part-time
        * Language of instruction: English
        * Program option (expected duration of the program):
            + within two years of full-time study
        * For immigration purposes, the summer term (May to August) for this program is considered a regularly scheduled break approved by the University. Students should resume full-time studies in September.
        * Academic units: Telfer School of Management, Faculty of Arts, Faculty of Engineering, School of Electrical and Computer Science

      Program Description

      The Digital Transformation and Innovation program is a multi-faculty collaboration between the Telfer School of Management, the Faculty of Arts, and the Faculty of Engineering to train highly qualified professionals to create, manage and research the profound change to our world that is happening as a result of electronic digital technology. At its heart, the technology enables the collection and communication of huge amounts of data that transforms how business and society works. It also creates a new online environment where the experience of business and social interactions by individuals is being reinvented. Innovation is an important aspect of the program to emphasize the re-invention and creative design of user experiences in business and social interactions.

      The concentration in Applied Data Science is a multidisciplinary graduate program with a strong commitment to industry relevance and ethics. In the program, students will:

       1. Develop and demonstrate the ability to communicate with and integrate multi-disciplinary expertise related to data.
       2. Develop and demonstrate the ability to lead, design, and create data-driven transformation and innovation using current and emerging tools, techniques and technology.
       3. Obtain the required skills in data cleaning, data quality, data analytics and machine learning to apply data science methods in practice to real problems involving digital transformation and innovation.
       4. Develop and demonstrate the ability to assess, test and research innovation in data science with sensitivity and awareness around ethics, equity, diversity, business impact and social impact.

      For more information please see the DTI Student Association webpage.

      Learn more about this program

      Other Programs Offered Within the Same Discipline or in a Related Area

        * Doctorate in Philosophy Digital Transformation and Innovation
        * Master of Science Digital Transformation and Innovation
        * Master of Digital Transformation and Innovation
        * Master of Digital Transformation and Innovation (Online)
        * Master of Digital Transformation and Innovation with Concentration in UX Design

      Fees and Funding

        * Program fees

      The estimated amount for university fees associated with this program are available under the section Finance your studies.

      International students enrolled in a French-language program of study may be eligible for a differential tuition fee exemption.

        * To learn about possibilities for financing your graduate studies, consult the Awards and financial support section.

      Notes

        * Programs are governed by the academic regulations in effect for graduate studies at the University of Ottawa.
        * In accordance with the University of Ottawa regulation, students have the right to complete their assignments, examinations, research papers, and theses in French or in English.

      Program Contact Information

      Graduate Studies Office, Faculty of Engineering
      STE 1024
      800 King Edward Ave.
      Ottawa ON Canada
      K1N 6N5

      Tel.: 613-562-5347
      Fax.: 613-562-5129
      Email: engineering.grad@uottawa.ca

      Twitter | Faculty of Engineering
      Facebook | Faculty of Engineer

      For the most accurate and up to date information on application deadlines, language tests and other admission requirements, please visit the specific requirements webpage.

      To be eligible, candidates must:

        * Have a Bachelor’s degree with a specialization or a major (or equivalent) in a relevant discipline with a minimum admission average of 75% (B+).

      Note: International candidates must check the admission equivalencies for the diploma they received in their country of origin.

        * Have completed a course in statistics; a course in management information systems or computing; and two advanced courses showing specialization in one of three disciplines: creative arts and humanities (online multi-media or communications); management (digital transformation management or strategy); technology (online application development or data science).

      Language Requirements

      Most courses are delivered in English as the international language for advanced information technology. However, the program will provide an appropriately supportive environment for francophone students to develop professional competence in technical English at their own pace. Students have the right, as stipulated in the University's bilingualism regulations (Academic Regulations I-2), to complete all their work, including their thesis, in the official language of their choice (French or English). There are fully bilingual professors and advisors who can support students in French.

      Applicants whose first language is neither French nor English must provide proof of proficiency in the language of instruction through one of the following two requirements or one of the language tests below.

        * Proof of completion within the last five years, of a previous degree program in an English language university.
        * Proof of recent prolonged residence and exercise of a profession in an English speaking country (normally at least four years over the last six years).

      Language tests recognized by the University of Ottawa:

        * TOEFL minimum score of 600 (paper-based) with a minimum score of 50 on the written and 50 on the spoken or a minimum score of 100 (internet-based).
        * IELTS minimum score of 7 for 3 of the 4 tests (Reading, Listening, Writing, Speaking) and a minimum score of 6 in the fourth test.
        * A score of at least 14 on the CANTEST, with no individual test score below 4.0, along with a minimum score of 4.5 on the oral component of the test.

      Note:

        * Candidates are responsible for any fees associated with the language tests.
        * Test scores cannot be more than two-years-old as of September 1 of the year of potential entry into the program.

      Notes

        * The admission requirements listed above are minimum requirements and do not guarantee admission to the program.
        * Admissions are governed by the academic regulations in effect for graduate studies.

      Applying to the COOP Option

      In order to apply to the co-op option, you must first be admitted to a program that offers co-op.

      Your application must be submitted by the end of the first month of enrollment in your primary program, i.e., by the end of September.

      Admission to the co-op option occurs on a competitive basis and is managed by the Co-op office. Enquiries should be directed to that office.

      To be admitted to the co-op option, you must:

        * Be enrolled as a full-time student in the master's in Master of Digital Transformation and Innovation.
        * Have and maintain a minimum CGPA of 7.0 (B+ or 75%) in course taken at the University of Ottawa.
        * Be a Canadian citizen, a permanent resident or an international student (authorization or diplomat)
        * Pay the required co-op fees.

      Requirements for this program have been modified. Please consult the 2025-2026 calendars for the previous requirements.

      Master’s with Project

      To receive this Master’s degree, a student enrolled in the program must successfully complete 30 course units.

      Students must meet the following requirements:

      Course List
        Code                                                                                            Title                                                Units
        Compulsory Courses:
        DTI 5125                                                                                        Data Science Applications                            3 Units
        DTI 5126                                                                                        Fundamentals for Applied Data Science                3 Units
        DTI 7101                                                                                        Research Workshop in Digital Transf. and Innovation  1.5 Units
        3 optional course units from:                                                                   3 Units
          DTI 5115                                                                                      Communication Ethics
          DTI 5310                                                                                      Ethics for Design, AI, and Robotics
        6 optional course units from the list of Applied Data Science courses                           6 Units
        4.5 optional course units from the list of Foundation courses                                   4.5 Units
        3 optional course units from the list of Applied Data Science, Foundation, or Optional courses  3 Units
        Research Project
        6 course units from:                                                                            6 Units
          DTI 5902                                                                                      Industry Project
          DTI 6997                                                                                      Research project


        Applied Data Science Courses

        Course List
          Code      Title                                                  Units
          ADM 6277  E-Business Energy Management                           1.5 Units
          ADM 6420  Digital Marketing                                      1.5 Units
          CSI 5180  Topics in Artificial Intelligence                      3 Units
          CSI 5311  Distributed Databases and Transaction Processing       3 Units
          CSI 5386  Natural Language Processing                            3 Units
          DTI 6302  Topics in Applied Data Science                         3 Units
          DTI 6303  Topics in Applied Data Science                         1.5 Units
          DTI 6287  Business Intelligence Technologies Big Data Analytics  1.5 Units
          ELG 5142  Ubiquitous Sensing for Smart Cities                    3 Units
          GNG 5122  Operational Excellence and Lean Six Sigma              3 Units
          ISI 6343  Technologies for the Management of Digital Assets      3 Units
          ISI 6351  Social Media                                           3 Units


          Foundation Courses

          Course List
            Code                    Title                                                 Units
            Management Orientation
            DTI 5124                Internet Technologies and Mobile Commerce             3 Units
            DTI 6105                Design Thinking                                       1.5 Units
            DTI 6130                Cloud Services Architecture                           1.5 Units
            DTI 6160                Cyber Security Strategy, Architecture and Governance  3 Units
            DTI 6220                Data Analytics and Business Intelligence              1.5 Units
            MGT 6160                Systems of Innovation                                 3 Units
            Technology Orientation
            DTI 5175                Mobile Commerce Technologies                          3 Units
            DTI 5389                Electronic Commerce Technologies                      3 Units


            Optional Courses

            Course List
              Code                                      Title                                                              Units
              Management Orientation
              ADM 6277                                  E-Business Energy Management                                       1.5 Units
              ADM 6286                                  International E-Business Strategies for DTI                        1.5 Units
              ADM 6420                                  Digital Marketing                                                  1.5 Units
              DTI 5124                                  Internet Technologies and Mobile Commerce                          3 Units
              DTI 5125                                  Data Science Applications                                          3 Units
              DTI 5126                                  Fundamentals for Applied Data Science                              3 Units
              DTI 5990                                  Directed Readings I                                                1.5 Units
              DTI 5991                                  Directed Readings II                                               1.5 Units
              DTI 6105                                  Design Thinking                                                    1.5 Units
              DTI 6130                                  Cloud Services Architecture                                        1.5 Units
              DTI 6160                                  Cyber Security Strategy, Architecture and Governance               3 Units
              DTI 6220                                  Data Analytics and Business Intelligence                           1.5 Units
              DTI 6300                                  Topics in Digital Transformation and Innovation                    3 Units
              DTI 6301                                  Topics in Digital Transformation and Innovation                    1.5 Units
              DTI 6302                                  Topics in Applied Data Science                                     3 Units
              DTI 6303                                  Topics in Applied Data Science                                     1.5 Units
              DTI 6304                                  Topics in User Experience Design                                   3 Units
              DTI 6305                                  Topics in User Experience Design                                   1.5 Units
              EMP 6362                                  Project Management                                                 3 Units
              MBA 5270                                  Knowledge and Information Management                               1.5 Units
              MGT 6111                                  Venture Capital and Private Equity                                 3 Units
              MGT 6160                                  Systems of Innovation                                              3 Units
              POP 8950                                  Special Topics in Population Health                                3 Units
              Technology Orientation
              CSI 5122                                  Software Usability                                                 3 Units
              CSI 5180                                  Topics in Artificial Intelligence                                  3 Units
              CSI 5311                                  Distributed Databases and Transaction Processing                   3 Units
              CSI 5386                                  Natural Language Processing                                        3 Units
              DTI 5175                                  Mobile Commerce Technologies                                       3 Units
              DTI 5389                                  Electronic Commerce Technologies                                   3 Units
              DTI 6287                                  Business Intelligence Technologies Big Data Analytics              1.5 Units
              DTI 6402                                  Affective and Persuasive Computing                                 3 Units
              ELG 5121                                  Multimedia Communications                                          3 Units
              ELG 5142                                  Ubiquitous Sensing for Smart Cities                                3 Units
              ELG 5373                                  Data Encryption                                                    3 Units
              GNG 5100                                  Introduction to Engineering Management                             3 Units
              GNG 5120                                  Technology entrepreneurship for Engineers and Computer Scientists  3 Units
              GNG 5122                                  Operational Excellence and Lean Six Sigma                          3 Units
              GNG 5130                                  Communication and Influence for Engineers                          3 Units
              GNG 5300                                  Topics in Engineering                                              3 Units
              GNG 5301                                  Professional Skills and Responsibility                             3 Units
              GNG 5310                                  Topics in Industry Practice                                        3 Units
              GNG 5140                                  Engineering Design                                                 3 Units
              GNG 5141                                  Creativity and Innovation                                          3 Units
              Creative Arts and Humanities Orientation
              AHL 5300                                  Creativity and Innovation                                          3 Units
              CMN 5110                                  Social History of Communication Technologies                       3 Units
              CMN 5140                                  Communication, Globalization and Change                            3 Units
              CMN 5900                                  Directed Studies in Communication                                  3 Units
              DTI 6102                                  User Experience Principles and Practices                           1.5 Units
              DTI 6103                                  User Research                                                      1.5 Units
              DTI 6104                                  Interaction Design                                                 1.5 Units
              DTI 7103                                  Visual Literacy and User Experience Design Principles              3 Units
              ISI 6300                                  Special Topics in Information Studies                              3 Units
              ISI 6312                                  Global Information and Communications Policy                       3 Units
              ISI 6343                                  Technologies for the Management of Digital Assets                  3 Units
              ISI 6351                                  Social Media                                                       3 Units
              ISI 6353                                  Access and Services to Diverse Populations                         3 Units
              ISI 6381                                  Knowledge in Organizations                                         3 Units


              Co-op Option

              Co-op students must enroll full-time and complete two work terms: CGI 6001 and CGI 6002.

              Each work term is graded P/F (Pass/Fail), based on the employer’s report and on the written report completed by the student (the student report should be 30 pages long, including annexes). The report is evaluated by the professor in charge of the graduate co-op option in Digital Transformation and Innovation. The units awarded for co-op terms may not be used to obtain equivalences for other courses. In other words, the co-op units are additional to the minimum requirements of the degree.

              To remain enrolled in the co-op option, students must:

                * Maintain full-time status.
                * Maintain a 7.0 grade point average.
                * Obtain a satisfactory grade (P) for each co-op work term.

              Research at the University of Ottawa

              Located in the heart of Canada’s capital, a few steps away from Parliament Hill, the University of Ottawa ranks among Canada’s top 10 research universities. Our research is founded on excellence, relevance and impact and is conducted in a spirit of equity, diversity and inclusion.

              Our research community thrives in four strategic areas:

                * Creating a sustainable environment
                * Advancing just societies
                * Shaping the digital world
                * Enabling lifelong health and wellness

              From advancing healthcare solutions to tackling global challenges like climate change, the University of Ottawa’s researchers are at the forefront of innovation, making significant contributions to society and beyond.

                  DTI 5115 Communication Ethics (3 units)

                  Emphasis on the significance of ethical principles and responsibilities of public communicators, as well as sanctions faced when communicators fail to uphold these principles. Critique of self-regulation of the media. Analysis of argumentation. Study of legal precedents with respect to defamation.

                  Course Component: Seminar

                  DTI 5124 Internet Technologies and Mobile Commerce (3 units)

                  An examination of current Internet technologies, protocols and wired and wireless infrastructures. Analysis of current Internet-based businesses and consumer applications and services. Discussion of mobile commerce business models and strategies and their relevant technologies. Hands-on experience with discussed technologies and applications. Students will complete a project demonstrating and analyzing how an Internet-based application or service could be applied in their field of graduate study.

                  Course Component: Lecture

                  The courses DTI 5124, GNG 5124 cannot be combined for units.

                  DTI 5125 Data Science Applications (3 units)

                  Analysis and design of various data cleaning, wrangling, blending, and visualization, statistical inference, classification, clustering, regression, and content analysis methods. Use of machine learning algorithms to extract meaningful information from data to make decisions. Formulating analytics problems for business and developing, evaluating, and maintaining machine learning models. Analyzing, generating, and communicating insights on the models. Hands-on experience with an integrated set of current data analytics, data mining, and machine learning tools.

                  Course Component: Lecture

                  Courses CSI 5155, CSI 5387, DTI 5125, DTI 5126, DTO 5120, GNG 5125, MIA 5126, SYS 5170 cannot be combined for units
                  Courses CSI 5155, CSI 5387, DTI 5125, DTI 5126, GNG 5125, MIA 5126, SYS 5170 cannot be combined for units.

                  DTI 5126 Fundamentals for Applied Data Science (3 units)

                  Essential data science concepts relevant to practical applications are covered including: problem formulation; data acquisition; data pre-preprocessing, modeling and statistical analysis. Hands on experience with data science tools and techniques including: supervised and unsupervised machine learning; presentation of results; applications in areas such as accounting, finance, marketing and supply chain management.

                  Course Component: Lecture

                  Courses DTI 5126, DTI 5125, DTO 5120, IAI 5120, MIA 5126, SYS 5170 cannot be combined for units.
                  Courses DTI 5126, DTI 5125, IAI 5120, MIA 5126, SYS 5170 cannot be combined for units.

                  DTI 5175 Mobile Commerce Technologies (3 units)

                  Wireless and mobile electronic commerce architecture and applications. Electronic banking, digital cash. Wireless exchanges, business models. Fixed and mobile wireless networks. Routing techniques. Content presentation. Security issues and solutions. Satellite networks for electronic commerce. Overview of relevant standards, protocols and technologies. Case studies.

                  Course Component: Lecture

                  DTI 5310 Ethics for Design, AI, and Robotics (3 units)

                  Artificial Intelligence technologies are becoming ever more present in applications like: automated vehicles and mobility-as-a-service (e.g. driving and system-level control algorithms); business intelligence (e.g. predictive resource allocation); consumer electronics (e.g. social robots and smart speakers); healthcare (e.g. image classification in medical imaging); the justice system (e.g. recidivism prediction and sentencing); and weapons systems (e.g. targeting and kill decision-making). Many of these applications are raising significant ethical concerns. A range of topics in applied technology ethics are examined through the lens of contemporary philosophy and applied ethics texts and popular media articles. Practical frameworks, methodologies and tools for anticipating, and addressing, ethical issues are introduced through hands-on, group-based design thinking workshops and projects.

                  Course Component: Lecture

                  Courses CSI 5195, DTI 5310, DTO 5310, ELG5295, IAI 5130 and SYS 5295 cannot be combined for units. This course is reserved for students registered in a Computer Science Program with a Concentration Applied Artificial Intelligence.

                  DTI 5389 Electronic Commerce Technologies (3 units)

                  Introduction to business models and technologies. Search engines. Cryptography. Web services and agents. Secure electronic transactions. Value added e-commerce technologies. Advanced research questions.

                  Course Component: Lecture

                  The courses DTI 5389, DTO 5389 cannot be combined for units.

                  DTI 5902 Projet en entreprise / Industry Project (6 crédits / 6 units)

                  Les étudiants participent à des lectures hebdomadaires sur des sujets tels que le travail en équipe, la gestion de projet et le processus de conception. Travaillant en équipe, ils entreprennent un projet basé sur un client et reçoivent les conseils d'un conseiller technique. / Students participate in weekly lectures covering topics such as teamwork, project management, and the design process. Working in teams, they undertake a client-based project and receiving guidance from a technical advisor.

                  Volet / Course Component: Recherche / Research

                  Préalable : GNG 5301. Les cours DTI 5902, ELG5901, ELG5902 et GNG 5902 ne peuvent être combinés pour l'obtention de crédits. / Prerequisite: GNG 5301. The courses DTI 5902, ELG 5901, ELG 5902, and GNG 5902 cannot be combined for units.

                  DTI 5990 Études dirigées / Directed Readings I (1.5 crédits / 1.5 units)

                  Volet / Course Component: Recherche / Research

                  DTI 5991 Études dirigées / Directed Readings II (1.5 crédits / 1.5 units)

                  Volet / Course Component: Recherche / Research

                  DTI 6102 User Experience Principles and Practices (1.5 units)

                  User experience (UX) facets including functionality, usability and desirability as key success factors for technology adoption and acceptance; Human-computer interaction (HCI) theories; UX frameworks and patterns for interaction design, information design, and visual design; UX management best practices; UX design methods and tools; UX evaluation and usability engineering.

                  Course Component: Lecture

                  The courses DTI 6102, DTI 6103, DTO 6106 cannot be combined for units.

                  DTI 6103 User Research (1.5 units)

                  Understanding users’ behaviours, needs, motivations and challenges in user experience (UX); Common user research methods including interviews, surveys, focus groups, contextual inquiries; Principles and guidelines for generative & evaluative research; methods in qualitative and quantitative user research; Tools and techniques for in-person and remote research, and moderated vs automated approaches; heuristic evaluations and usability testing.

                  Course Component: Lecture

                  The courses DTI 6103, DTI 6102, DTO 6106 cannot be combined for units.

                  DTI 6104 Interaction Design (1.5 units)

                  Principles of interaction design (IxD); Usability heuristics for user interface (UI) design; IxD tools and techniques including sketching, wireframing, and prototyping; UI design patterns for navigation, landing pages, search, and e-commerce; IxD best practices for mobile application design.

                  Course Component: Lecture

                  The courses DTI 6104 and DTO 6107 cannot be combined for units.

                  DTI 6105 Design Thinking (1.5 units)

                  Design thinking as a collaborative creative process for problem-solving and designing human-centered solutions. Design thinking for driving business innovation, new product development, and customer experience. Best practices for design inspiration, ideation and implementation; essential design research skills for empathy, listening, collaboration, observation, critical analysis, and experimentation. Design Thinking tools and techniques including visualization, mapping, storytelling, rapid prototyping, and testing.

                  Course Component: Lecture

                  The courses DTI 6105 and DTO 6107 cannot be combined for units.

                  DTI 6130 Cloud Services Architecture (1.5 units)

                  Evolution of Web and Cloud Services Architecture (SOA, WOA, REST, microservices). API Economy and Business Models. Core web service infrastructure components (compute, network, databases, and storage). Cloud resource and policy management tools. Cloud services adoption frameworks and maturity models. Cloud services technology and management best practices.

                  Course Component: Lecture

                  DTI 6160 Cyber Security Strategy, Architecture and Governance (3 units)

                  Cyber security planning principles, processes and practices. Cyber security program and risk frameworks. Threat actor profiles and motivations. Cyber risk assessment. Technical, managerial and human behavioural factors in cyber security. Security architecture and controls. Cyber threat intelligence. Case studies in cyber security crisis management.

                  Course Component: Lecture

                  The courses DTI 6160, MIA 6160 cannot be combined for units.

                  DTI 6220 Data Analytics and Business Intelligence (1.5 units)

                  Role of data analytics and business intelligence in driving business decision-making. Topics include techniques for data collection and preprocessing, understanding data warehousing and storage solutions such as data marts, data lakes, and ETL processes. Emphasis on exploratory data analysis and visualization using tools like Tableau and Power BI, with applications in creating interactive dashboards and conducting descriptive statistics. Predictive and descriptive modeling techniques, including linear regression, decision trees, and clustering, are introduced using Weka or other no-code/low-code tools. Applications focus on business use cases such as forecasting, customer segmentation, sales prediction, and CRM insights, including churn prediction.

                  Course Component: Lecture

                  DTI 6287 Business Intelligence Technologies & Big Data Analytics (1.5 units)

                  Business Intelligence (BI) as a concept; review of major BI tools and methods; identification of the right types of BI for different types of decision making environments; introduction to Big Data; business applications of Big Data; review of the supporting technologies such as data bases and data warehouses and Big Data Platforms for integrating structured and unstructured data including Hadoop, sandbox analytics; Streaming Analytics, and advances in data warehousing appliances that accelerate analytics.

                  Course Component: Lecture

                  Courses DTI 6287, ADM 6287 and ADM 6275 cannot be combined for units.

                  DTI 6300 Topics in Digital Transformation and Innovation (3 units)

                  Recent and advanced topics in the field of Digital Transformation and Innovation and its related areas. Topics vary from year to year.

                  Course Component: Lecture

                  DTI 6301 Topics in Digital Transformation and Innovation (1.5 units)

                  Recent and advanced topics in the field of Digital Transformation and Innovation and its related areas. Topics vary from year to year.

                  Course Component: Lecture

                  DTI 6302 Topics in Applied Data Science (3 units)

                  Recent and advanced topics in the field of Applied Data Science and its related areas. Topics vary from year to year.

                  Course Component: Lecture

                  DTI 6303 Topics in Applied Data Science (1.5 units)

                  Recent and advanced topics in the field of Applied Data Science and its related areas. Topics vary from year to year.

                  Course Component: Lecture

                  DTI 6304 Topics in User Experience Design (3 units)

                  Recent and advanced topics in the field of User Experience Design and its related areas. Topics vary from year to year.

                  Course Component: Lecture

                  DTI 6305 Topics in User Experience Design (1.5 units)

                  Recent and advanced topics in the field of User Experience Design and its related areas. Topics vary from year to year.

                  Course Component: Lecture

                  DTI 6402 Affective and Persuasive Computing (3 units)

                  Overview of human affective models and affect modalities. Design and development of affect estimation algorithms using artificial intelligence. Modality fusion and multimodal affect estimation. Persuasive technology and its applications. Persuasion design and persuasive strategies. Application of persuasive strategies in serious gaming. Current challenges in the fields of affective computing and persuasive technology.

                  Course Component: Lecture

                  DTI 6700 Thèmes choisis en affaires électroniques (3 crédits)

                  Sujets actuels et avancés en affaires électroniques et disciplines connexes. Les sujets varient d'une année à l'autre.

                  Volet : Cours magistral

                  DTI 6701 Thèmes choisis en affaires électroniques (3 crédits)

                  Sujets actuels et avancés en affaires électroniques et disciplines connexes. Les sujets varient d'une année à l'autre.

                  Volet : Cours magistral

                  DTI 6900 Stage international / International Work Term (3 crédits / 3 units)

                  Expérience pratique dans un milieu de travail international. Noté S (satisfaisant) / NS (non satisfaisant) selon les résultats de rapport écrit et l'évaluation de l'employeur. / Practical international experience.

                  Volet / Course Component: Cours magistral / Lecture

                  DTI 6950 Lectures dirigées / Directed Readings (1.5 crédits / 1.5 units)

                  Volet / Course Component: Cours magistral / Lecture

                  DTI 6997 Projet de recherche / Research project (6 crédits / 6 units)

                  Le sujet de recherche, ainsi que le professeur qui va le diriger, doivent être approuvés par la direction du programme avant l'inscription à la troisième session. Le sujet peut être de nature théorique (par exemple, une évaluation de la documentation ou une étude de la littérature scientifique) ou appliquée (par exemple, des études de cas). Un mémoire, d'une cinquantaine de pages, doit être rédigé et approuvé par le professeur qui le dirige ainsi qu'un autre professeur. / The research topic and the professor who will direct it must be approved by the program director prior to registration in the third session. The topic can be theoretical (for instance, based on a documentation assessment or a review of the scientific literature) or applied (based on case studies). A research paper, about 50 pages long, must be written and approved by the project director and another professor.

                  Volet / Course Component: Recherche / Research

                  DTI 7101 Research Workshop in Digital Transf. and Innovation (1.5 units)

                  Writing a Research Project proposal including problem formulation and work plan. Essentials of graduate report writing, information management, literature search techniques and reference management. Research ethics including academic integrity and avoiding academic fraud.

                  Course Component: Lecture

                  DTI 7102 Interdisciplinary Research Methods in Digital Transf. and Innovation (1.5 units)

                  Writing a Thesis Proposal. Research design. Introduction to positivist and interpretive approaches, behavioral and design science research, qualitative and quantitative research methods, and sampling strategies and techniques.

                  Course Component: Lecture

                  DTI 7103 Visual Literacy and User Experience Design Principles (3 units)

                  Fundamentals of visual, and interaction design theories and principles as they relate to User Experience Design (UXD). A series of assignments focus on building visual literacy through guided observations, visual design critiques, and visual redesigns of existing screen-based digital products (i.e. website, interactive kiosk interface, mobile app etc.). Students will complete a design project. Students will conduct research and scholarship in visual literacy, and UXD and justify their design decisions in writing.

                  Course Component: Lecture

                  The courses DTI 7103, DTO 7103 cannot be combined for units.

                  DTI 7990 Proposition de thèse / Thesis Proposal

                  Volet / Course Component: Recherche / Research

                  DTI 8101 Interdisciplinary Doctoral Seminar in Digital Transformation and Innovation I (3 units)

                  Recent developments in Digital Transformation and Innovation research. Critical analysis of theories, models, and methods. Critical synthesis of the field literature from different perspectives. Students will write a systematic survey paper of the literature relevant to their research in one of the three fields of the program. The paper must be in a different field from that selected for the paper in DTI 8102. Course reserved for students in the Digital Transformation and Innovation PhD program.

                  Course Component: Seminar

                  DTI 8102 Interdisciplinary Doctoral Seminar in Digital Transformation and Innovation II (3 units)

                  Recent developments in Digital Transformation and Innovation research. Critical analysis of theories, models, and methods. Critical synthesis of the field literature from different perspectives. Students will write a systematic survey paper of the literature relevant to their research in one of the three fields of the program. The paper must be in a different field from that selected for the paper in DTI 8101. Course reserved for students in the Digital Transformation and Innovation PhD program.

                  Course Component: Seminar

                  DTI 9997 Projet de thèse doctoral / Doctorate Thesis Proposal

                  Volet / Course Component: Recherche / Research

                  DTI 9998 Examen général de doctorat / Comprehensive Exam

                  Volet / Course Component: Recherche / Research

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