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                                                      Executive Summary


                              This  research  report  contains  the  following  objectives:  1)  create  peace  indexes  and
                       indicators for the Thai context; 2) evaluate peace levels and make appropriate recommendations;
                       and 3) report research findings to stakeholders in order to create a peace movement.From the

                       survey  of  the  knowledge  on  peace  indexes  and  indicators  in  Thailand  and  abroad,  the
                       internationally accepted definition of peace is based on the principle that there is only positive
                       peace with no physical violence. The systems and mechanisms are applied to keep society at
                       peace. In addition to the referred definition, the study on the internal factors of peace aims at self-

                       understanding, a kind heart, and compassion for others. All the relevant concepts must comply
                       with the Thai context to develop appropriate criteria for peace indicators to measure the level of
                       peace in Thai society.


                              This study is the preparation of peace indicators for the context of Thai society. Defining
                       the indicators and scoring to be clear, concise, and measurable engages four indicators: no physical

                       violence; safety and security in society; acceptance of diversity/non-discrimination/respect for
                       human rights; and social equality/fair distribution of resources. A total of 34 sub-indicators are
                       revised and developed through secondary information from relevant agencies, data from surveys

                       across the country, an analysis of the impact of COVID-19 on households with different incomes,
                       and the impact of social inequality.

                              This research report provides two kinds of indicators at the national and provincial level.

                       The presentation of the information is divided into the provincial level or the national level. Unless
                       the province can be specified, the information will be reported as of the national level. There is a
                       difference in indexes between the national level and the provincial level. The guidelines for making
                       the national indexes are based on the OECD (2008) and Ebert and Welsh (2004)  which emphasize

                       each index's properties or what they mean. Combining all the data and calculating the overall
                       indexes are not technically correct (similar to combining apples with oranges), especially if the
                       aggregate index is the sum of sub-indexes from different sources. This study will use the OECD

                       (2008)  and Ebert and Welsh (2004) for the guidelines through three approaches: 1) Method 1 is for
                       data grading; 2) Method 2 is for data grouping using appropriate statistical tools; and 3) Method 3
                       is for index calculation by neutralizing the data while modulating the secondary data (Unit-Free
                       Principal Data) with Z-Score and Normalization. The data is then grouped using Component Analysis

                       (PCA)  for  provincial  index  guidelines.  The  provincial  information  is  usually  fragmented  and
                       incomplete, like a puzzle with missing pieces, and it is incorrect to use the discrete data to
                       determine the score range. Therefore, Probability Density Function (PDF) is required to be applied

                       to the provincial data to obtain a complete picture of the distribution. Then, the obtained values
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