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Glenda Crisp became the chief data officer of TD Bank Group in October 2015. The Office of the chief data officer had only been established in 2013; the scope of the department still needed to be fully defined, and the original enterprise data governance policies needed to be updated. Crisp saw issues in a variety of areas, such as organizational structure, the processes used to manage data governance practices, and technology, all of which needed to be identified and prioritized. An implementation plan then needed to be developed.

Glenda Crisp became the chief data officer of TD Bank Group in October 2015. The Office of the chief data officer had only been established in 2013; the scope of the department still needed to be fully defined, and the original enterprise data governance policies needed to be updated. Crisp saw issues in a variety of areas, such as organizational structure, the processes used to manage data governance practices, and technology, all of which needed to be identified and prioritized. An implementation plan then needed to be developed.

Caterpillar Tunnelling Canada Corporation, a Toronto-based subsidiary of the U.S. company Caterpillar Inc., specializes in the custom design and manufacture of tunnelling boring machines used in the construction of transportation and utility tunnels such as subway, sewage and telecom cable tunnels. After the acquisition by Caterpillar, the company was chosen as one of the sites to undergo enterprise resource planning (ERP) transformation. After over a year of localization effort to adapt the corporate ERP template to the subsidiary’s business processes, the project was called off due to both the strained local resources and the significant gap between the parent company’s repetitive manufacturing model and the subsidiary’s concurrent engineering/project-based model. Moreover, the lack of executive buy-in and a mandate in establishing company-wide performance metrics and consistency in business semantics led to sporadic user adoption of business intelligence tools and the creation of sometimes irreconcilable reporting. The business resource manager and head of finance has to rethink the management of business intelligence technologies and come up with a strategy to achieve coherent data analytics for effective business decision making.

Caterpillar Tunnelling Canada Corporation, a Toronto-based subsidiary of the U.S. company Caterpillar Inc., specializes in the custom design and manufacture of tunnelling boring machines used in the construction of transportation and utility tunnels such as subway, sewage and telecom cable tunnels. After the acquisition by Caterpillar, the company was chosen as one of the sites to undergo enterprise resource planning (ERP) transformation. After over a year of localization effort to adapt the corporate ERP template to the subsidiary's business processes, the project was called off due to both the strained local resources and the significant gap between the parent company's repetitive manufacturing model and the subsidiary's concurrent engineering/project-based model. Moreover, the lack of executive buy-in and a mandate in establishing company-wide performance metrics and consistency in business semantics led to sporadic user adoption of business intelligence tools and the creation of sometimes irreconcilable reporting. The business resource manager and head of finance has to rethink the management of business intelligence technologies and come up with a strategy to achieve coherent data analytics for effective business decision making.