of Clustered Data Thai investors are classified into three clusters using investment proportions (Proportions of their money allocated to each investment type) Cash Holder 444 20% Old-Fashioned 1,573
allocated to each investment type e.g. cash deposit, stock market, real estate, gold, TFEX, and T-bond) as clustering variables. Three investor clusters are uncovered, namely, cash holders, old-fashioned
constant volatility and instability in various ways due in part to the global pandemic of COVID-19 and the fast-paced changes in technology. Thus, it is inevitable for auditors to adjust their methodology to
: Possibility of delisted and rehabilitation companies due to financial instability and going-concern issue. Horizontal Analysis 0 2 4 6 8 10 12 2012 2013 2014 2015 2016 BSIZE ACSIZE 0% 10% 20% 30% 40% 50% 2012
economic slowdown resulting in declining export and plunging tourists’ spending especially Chinese tourists. The instability in Thailand politic and election in March 2019 slowed public investment. High
help offset declining tourists from China. Amidst political instability and the expected Presidential and Parliamentary election in 2018 and 2019 respectively, the Company is confident in its ability to
temporarily. For private investments, that decreased from the same period of last year in all sectors from instability of the economy, except for ongoing projects of improvement, maintenance and automation
ecosystem. This instability compromises the ability of humankind and nature to flourish in harmony. This challenge requires leading companies and brands like CHANEL to find a new way forward. The relationship
structural change in the business outlook of PET, and is an oppor- tunity for well-managed and committed PET producers like IVL to align supply reliability to customers. We benefitted from the instability