Friday, January 17, 2020
Interpretation and discussion of results Essay
A. The Correlation Matrices: A. 1. The Pearson Correlation Matrix for the Combined Sample Data: Leadership, as defined and measured in the Baldrige Criteria (Peacock, 2006) is related to the other items which could be interpreted as priorities or concerns of the respondents surveyed. In other words, the sub-items defining Leadership such as Organizational Leadership and Social Responsibility were significantly correlated with the sub-categories (Peacock, 2006) under the other items including Strategic Planning (questions 11 to 16), Customer and Market Focus (questions 17 to 21), Measurement, Analysis, and Knowledge Management (questions 22 to 28), Human Resource Focus (questions 29 to 39), Process Management (questions 40 to 50), and Business Results (questions 51 to 63). Those questions are contained in Appendix A. Under the Baldrige Criteria (Peacock, 2006), there are 10 indicators defining Leadership including visible involvement in managerial activities such as goal setting, directing and performance audit; communicating values and customer focus; behavior modeling and motivating and empowering personnel; which fall under the sub-item Organizational Leadership. Governance concerns such as accountability, transparency, disclosure and stakeholdersââ¬â¢ interests; appropriateness and effectiveness of leadership system; addressing adverse social impacts of products, services and operations; monitoring ethical behavior throughout the organization and community involvement; meanwhile fall under the sub-item social responsibility. These indicators serve as basis for measuring the leadership scores in the Baldrige Criteria (Peacock, 2006). Despite the significant correlation of Leadership with the other major items in the Baldrige Criteria (Peacock, 2006); however, the data set evaluated was combined for both the Others Group and the Leaders Group. There were thirty-seven (37) samples from the Others Group and seven (7) samples from the Leaders Group. The correlation tests conducted tended to support the hypothesis that individuals who scored high in Leadership, Item 1, also score high in the other items, from Item 2 to Item 7. The results suggested that Leadership, as defined and measured in the Baldrige Criteria (Peacock, 2006) is related to the other items which could be interpreted as priorities or concerns of the respondents surveyed as shown by Table 1. Table 1. The Pearson Correlation Matrix for the Combined Data Leader-ship Strategic Planning Customer And Market Focus Measure-ment, Analysis, and Know- ledge Manage-ment Human Resource Focus Process Manage- ment Item 1 Item 2 Item 3 Item 4 Item 5 Item 6. Strategic Planning, Item 2 0. 510 0. 000 Customer And Market Focus, Item 3 0. 341 0. 023 0. 237 0. 121 Measure-ment, Analysis, and Knowledge Manage-ment, Item 4 0. 656 0. 000 0. 575 0. 000 0. 291 0. 056 Human Resource Focus, Item 5 0. 718 0. 000 0. 449 0. 002 0. 259 0. 090 0. 590 0. 000 Process Manage-ment, Item 6 0. 518 0. 000 0. 730 0. 000 0. 334 0. 027 0. 738 0. 000 0. 536 0. 000 Business Results, Item 7 0. 387 0. 009 0. 409 0. 006 0. 413 0. 005 0. 196 0. 202 0. 271 0. 075 0. 353 0. 019 Cell Contents: Pearson correlation p-value Although the Pearson correlation test conducted tends to support the hypothesis of correlation of Leadership with the other items for the combined data set of the Others Group and the Leaders Group; however this does not tell us if there is any difference between the Others Group and the Leaders Group. Hence, Pearson correlation test was then conducted separately; one, for the Others Group and another, for the Leaders Group. A. 2. The Pearson Correlation Matrix for the Others Group: For the Others Group, the statistical test showed that Leadership, Item 1, had significant correlations with all the items from Strategic Planning, Item 2 to Business Results, Item 7 except for Customer and Market Focus, Item 3. Leadership, Item 1, had the highest correlations with Measurement, Analysis, and Knowledge Management, Item 4 (r = 0. 705) and Human Resource Focus, Item 5, (r = 0. 725), Table 2. Table 2. Excerpt from the Pearson Correlation Matrix for the Others Group Leadership Item 1 Item Strategic Planning, Item 2 0. 508 0. 001 Customer And Market Focus, Item 3 0. 316 0. 057 Measurement, Analysis, and Knowledge Management, Item 4 0. 705 0. 000 Human Resource Focus, Item 5 0. 725 0. 000 Process Management, Item 6 0. 562 0. 000 Business Results, Item 7 0. 333 0. 044 Cell Contents: Pearson correlation p-Value.
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