from data analytics, enabled banks to target, attract and engage customers using more sophisticated techniques. Banks cooperated with potential partners across industries to gain new opportunities and

(ThaiCERT). Given the more sophisticated cyber risks, financial institutions as service providers, and customers as users, are increasingly vulnerable to losses. In terms of cyber security readiness, however

sophisticated machine learning. JEL Classification: C45, G34, M14 Keywords: corporate culture, board gender diversity, female directors, corporate governance, machine learning, textual analysis, agency theory 2

stated, is in accordance with the investment policies of the Company is allowing the Company to invest in several subsidiaries and associated companies to advocate the Company in providing various

recommendations in the Principles will apply but others may be less relevant. We also acknowledge different investment strategies, for example as employed by passive or active funds, and advocate that shareholders

volatility, effectively assume this risk. Structured securities are complex instruments, typically involve a high degree of risk and are intended for sale only to sophisticated investors who are capable of

responsibilities of ownership are appropriately and fully delivered in their interests and on their behalf by those agents. As sophisticated investors with influence, often including voting rights, institutional

Bangchak Corporation Plc. Management Discussion & Analysis of Business Operation For the 4th quarter and year ended December 31th, 2019 2 Management Discussion and Analysis of Business Operation for FY2019 Bangchak Corporation Plc. | 03 Table of Contents 06 09 29 25 27 31 Executive Important Events Summary Business Performance 11 - Refinery & Trading 16 - Marketing 19 - Power Plant 21 - Bio-based Products 23 - Natural Resources Statement of Cash Flows Statement Financial Ratios Environment Manag...

, businesses and payment have shifted into the digital realm. Meanwhile, cyber threats have become more sophisticated, as seen from their application of state- of-the-art technologies. Against this backdrop

management and portfolio quality improvement, our RM teams are always on hand to offer our customers advice on sophisticated investment products and hold financial activities that provide increased