A Hybrid Approach to Big Data Systems Development

Author(s):  
Anil Aggarwal

Data has always played a critical part in business decision making. The digital economy is generating Tsunami of data which must be analyzed and used by both the public and private sector. Survival and citizen satisfaction may depend on how governments use big data to develop citizen-centric services. Big data analysis can lead to better transparency, less corruption and citizen satisfaction. Big data is an emerging area where models and applications are still emerging. Currently there are few, if any, models that provide guidance in developing applications. This chapter proposes a hybrid approach which can be used as a starting point for future development.

Web Services ◽  
2019 ◽  
pp. 2271-2288
Author(s):  
Anil K. Aggarwal

Data has always played a critical part in business decision making. The digital economy is generating Tsunami of data which must be analyzed and used by both the public and private sector. Survival and citizen satisfaction may depend on how governments use big data to develop citizen-centric services. Big data analysis can lead to better transparency, less corruption and citizen satisfaction. Big data is an emerging area where models and applications are still emerging. Currently there are few, if any, models that provide guidance in developing applications. This chapter proposes a hybrid approach which can be used as a starting point for future development.


Subject Cancer advances. Significance Cancer diagnoses are rising, but so are means to treat it. Advances in R&D and medicines coming to market more quickly fuel optimism. However, treatment regimes and costs are advancing together, increasing the complexity of the decisions the public and private sector face concerning access to and administration of treatments. Impacts Low- and middle-income countries' spending on health data systems will need to keep up with the availability of medicines to drive policy. As treatments become more individualised, the patient pool of those benefiting from a therapy will become smaller. Many more factors being used to decide which therapies to pursue for a patient will allow patients to be increasingly segmented. Individualised cures and therapies' costs and side effects will reshape patient advocacy and the assessment of risk-benefit profiles.


Author(s):  
Xinying Wang ◽  
Cong Xu ◽  
Ke Wang ◽  
Feng Yan ◽  
Dongfang Zhao

2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Moumita Acharyya ◽  
Tanuja Agarwala

PurposeThe paper aims to understand the different motivations / reasons for engaging in CSR initiatives by the organizations. In addition, the study also examines the relationship between CSR motivations and corporate social performance (CSP).Design/methodology/approachThe data were collected from two power sector organizations: one was a private sector firm and the other was a public sector firm. A comparative analysis of the variables with respect to private and public sector organizations was conducted. A questionnaire survey was administered among 370 employees working in the power sector, with 199 executives from public sector and 171 from private sector.Findings“Philanthropic” motivation emerged as the most dominant CSR motivation among both the public and private sector firms. The private sector firm was found to be significantly higher with respect to “philanthropic”, “enlightened self-interest” and “normative” CSR motivations when compared with the public sector firms. Findings suggest that public and private sector firms differed significantly on four CSR motivations, namely, “philanthropic”, “enlightened self-interest”, “normative” and “coercive”. The CSP score was significantly different among the two power sector firms of public and private sectors. The private sector firm had a higher CSP level than the public sector undertaking.Research limitations/implicationsFurther studies in the domain need to address differences in CSR motivations and CSP across other sectors to understand the role of industry characteristics in influencing social development targets of organizations. Research also needs to focus on demonstrating the relationship between CSP and financial performance of the firms. Further, the HR outcomes of CSR initiatives and measurement of CSP indicators, such as attracting and retaining talent, employee commitment and organizational climate factors, need to be assessed.Originality/valueThe social issues are now directly linked with the business model to ensure consistency and community development. The results reveal a need for “enlightened self-interest” which is the second dominant CSR motivation among the organizations. The study makes a novel contribution by determining that competitive and coercive motivations are not functional as part of organizational CSR strategy. CSR can never be forced as the very idea is to do social good. Eventually, the CSR approach demands a commitment from within. The organizations need to emphasize more voluntary engagement of employees and go beyond statutory requirements for realizing the true CSR benefits.


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