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American Journal of Multidisciplinary Research & Development (AJMRD)
Volume 2, Issue 10 (October- 2020), PP 08-15
ISSN: 2360-821X
www.ajmrd.com
Multidisciplinary Journal www.ajmrd.com Page | 8
Research Paper Open Access
Analysis of Financial Performance Using the Trend Approach
1
Nella Yantiana, 2
Sari Rusmita
1,2
Fakultas Ekonomi dan Binsis, Universitas Tanjungpura, Pontianak, Indonesia
*Corresponding Author: 1
Nella Yantiana
ABSTRACT: The development of the profitability ratio achieved can show the projection of long-term
profitability. This research will use trend analysis (least square method), where the trend line will describe the
development of profitability. The data used are roa and roe 8 years (2010-2017). The results of this study
indicate the performance of pt. The west kalimantan regional development bank, which is proxied by the roa and
roe ratios for 2010-2017, tends to decline. And prediction or forecasting the performance of pt. The west
kalimantan regional development bank in 2018-2021 shows a decrease in the profitability ratio both in terms of
roa and roe.
Keywords: Financial Performance; Financial Statements; Trends.
I. INTRODUCTION
Information about an entity's finances is indispensable for users or parties who need this
information, both from external and internal parties. Financial information presented from the financial
statements of an entity shows whether the entity is progressing or vice versa. So that the financial statements
become because they can describe the condition of an entity, especially in banking. As collectors and
distributors of society, information from the financial statements of a bank is of course important and at the
same time the center of attention of interested parties on this information.
Apart from that, banks also have an important role in the economy, so that every country will
continue to strive so that banks are always in a safe, healthy and stable condition. Banks have a role in current
economic development. Banks as intermediary institutions play an important role in mobilizing public funds to
be rotated as a major source of financing for the business world, both for investment and production, in order to
encourage economic growth.
The role of the Bank as a payment system traffic service provider to accelerate economic activity.
An efficient, safe and smooth payment system will have an impact on the running of the economy well. In
addition, banks also function as a medium for accelerating monetary policy issued by the central bank which
aims to maintain price stability and economic growth.
Seeing that the role of the Bank is quite large in the economic development of a country, it is
important to see and assess the performance of a bank, especially banks owned by the state or region The
performance of an entity can be illustrated in its profitability ratio, so that the profitability ratio can be used as
an assessment of the performance of an entity, because the profitability ratio can describe the level of the entity's
ability to generate income or income that is reflected in company profits, the management as executor of an
entity responsibility will take place. Research Veno and Syamsudin (2016) and Indrawati (2017) use Return On
Equity as a measure of entity performance. In addition, the management has the responsibility, namely the
responsibility to obtain funds to finance assets and the responsibility to use the assets owned by the company in
order to earn income (Prastowo, 2002: 38).
However, profitability is one of the ratio analyzes that only compares several account values in the
financial statements, this is a weakness in ratio analysis so that the analyzed data is not detailed on each account.
The weakness of ratio analysis can be overcome through trend analysis of financial statements. Trend analysis is
able to compare all the values in the financial statements according to what you want to compare. The advantage
of trend analysis is that the analysis method is carried out by comparing financial reports for several years
(periods), so that developments and trends can be seen, this analysis is able to compare the same items for
different years or periods because this method moves from year to year (Prastowo and Julianty, 2005: 59).
Meanwhile, ratio analysis only shows the relationship between one element and another in the financial
statements. The relationship between the elements of the financial statements is expressed in simple
mathematical form, or comparing accounts with each other in one period and multiplied by 100 percent
(Jumingan, 2009: 118). Concluding from the two literatures above, the trend method will be used in this study.
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 9
According to Munawir (2010: 64), analyzing the relationship of a post in a financial report is the
basis for being able to interpret the financial condition and results of operations of a company. By using
comparable reports, including data on changes in rupiah amounts, percentages and trends, the analyzer considers
that individual ratios will assist in analyzing and interpreting the financial position of a company.
According to Maryati (2010; 129), a trend is a movement (tendency) to go up or down in the long
term, which is obtained from the average change over time. The rate of change can increase or decrease. If the
rate of change increases, it is called a positive trend or the trend has an upward tendency. Conversely, if the
average change decreases, it is called a negative trend or a trend that has a downward trend.
Trend is a prediction of a variable with time independent variables or the movement of a periodic
series over several years and tends to go in a direction, where the direction can go up, horizontally, or down
(Ibrahim, 2003). Forecasting has the meaning as an estimate or prediction of something that will happen in the
future based on past events that are scientifically analyzed, especially using statistical methods. One of the
statistical tools that can be used to estimate the state of a business in the future based on past data is a trend
(Veno and Syamsudin, 2016).
This study aims to determine the trend of the financial performance of Bank Kalbar as a bank
owned by the Regional Government of West Kalimantan. By looking at the development of the profitability
ratio achieved by Bank Kalbar and to project in the long term using trend analysis (least square method), where
the trend line will describe the development of profitability.
The demand for improved performance in an entity, especially in banking which has an important
role in the development of the country's economy, encourages analysis of the development of financial
performance in an entity because it can illustrate the entity's ability to earn profits or income for the entity,
especially in entities owned by the entity. regional government. Based on this, this research wants to try to see
how the trend of Bank Kalbar's financial performance? and predicting or estimating the ratio of Return On Asset
(ROA) and Return On Equity (ROE) which will be obtained by Bank Kalbar for 2020 and 2021.
II. METHODS
This research method is a descriptive method, by collecting data, compiling data, classifying data,
and interpreting data so that the data collected can provide a clear picture of the condition of the company
regarding the problem to be studied.
The type of data used in this study is secondary data. Data in the form of Bank Kalbar's financial
ratios, the processed financial statements of Bank Kalbar for the 2010-2017 period that have been audited and
then published. The ratios used are Return on Equity (ROE) and Return on Assets (ROA).
Purnomo (1998) states that stock prices are sensitive to changes in ROE. Profitability ratio is a ratio
that describes the company's ability to generate profits by using the capital that is embedded in it. Return on
Equity (ROE) profitability ratio. This ratio measures the company's ability to earn available profits by the
company's shareholders. Return on Equity (ROE) is calculated using the formula (Prihadi, 2010: 160):
Return on Equity (ROE) = net profit / own capital
ROA is a ratio that measures how efficient a company is in managing its assets to generate profits
during a period. ROA calculations can be calculated with the following formula (Prihadi, 2010; 152):
Return on Assets (ROA) = Net profit after Tax / Total Assets (or average Total Assets)
The data analysis technique in this study is a data analysis method that is related to formulas and
numbers related to financial ratio analysis:
1. Calculating the financial ratios of Bank Kalbar regarding profitability ratios, especially ROA and ROE;
2. Creating a table of Bank Kalbar financial ratios;
3. Analyze the financial profitability ratios of Bank Kalbar using time series analysis; and
4. Conclude the results of the analysis method using time series analysis, namely the Least Square Method. The
linear equation for time series analysis is ;
Y = a + bx
Information :
y = dependent variable (not independent) whose trend is sought.
x = independent variable (free) using time (usually in years).
a = constant value
b = coefficient indicating the average change in y for each one x change
Meanwhile, to find the constant values a and b, the equation can be used:
a = ∑y / n and b = ∑xy / ∑x2
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 10
III. RESULTS
The long-term financial performance of the company can be seen by the profitability achieved by
the company. Profitability is the ability to generate profits (profit) during a certain period by using productive
assets or capital, both capital as a whole and own capital (Van Horn and Wachowiez, 1997: 148-149).
Sartono (2001: 119) defines profitability as the company's ability to earn profits in relation to sales,
total productive assets and own capital. This profitability ratio will provide an overview of the level of
effectiveness of company management. The greater the profitability, the better, because the prosperity of the
owner of the company increases with the greater the profitability.
The following is the financial development obtained by PT. West Kalimantan Regional
Development Bank for the last 8 years.
Table 1. Financial Development PT. West Kalimantan Regional Development Bank.
Description 2010 2011 2012 2013 2014 2015 2016 2017
Total assets 5.868.875 7.126.170 8.394.579 9.640.826 11.215.933 13.035.213 14.006.975 16.575.747
Third-party funds 4.677.054 6.188.699 6.880.752 8.080.189 9.355.433 10.907.226 11.227.152 13.710.510
Credit Given 3.944.684 4.796.968 5.972.213 7.045.648 8.148.044 9.020.153 9.733.167 10.637.856
Paid in capital 239.823 307.301 388.441 471.581 624.793 743.054 811.194 961.694
Current year profit 168.745 173.899 216.089 245.669 262.602 289.520 307.704 338.212
Source: PT. West Kalimantan Regional Development Bank, 2018
The development of the financial performance of PT. The West Kalimantan Regional Development
Bank from 2010 to 2017 shows an increase. It can be seen that the number of assets, funds from third parties,
loans, paid-in capital and profit for the current year has increased for 8 consecutive years. This indicates that PT.
West Kalimantan Regional Development Bank shows maximum performance achievements. However, if the
above indicators are compared with one another, not all of them have a good proportion. This means that the
magnitude of the increase in one indicator is not the same as the increase in other indicators. This can be seen
from several financial ratios that show the development of the performance of PT. West Kalimantan Regional
Development Bank obtained from its financial reports.
One of the bases for measuring the company's financial performance is by looking at the level of
profitability, because business attractiveness can be used with profitability levels such as ROA, ROE and NPM,
therefore the probability level becomes an important indicator in business competition. Van Horn and
Wachowiez, (1997: 148-149), suggest that there are two types of profitability ratios, namely profitability related
to sales (NPM ratio) and profitability related to investment (ROA and ROE).
Table 2. Financial Ratio of PT. West Kalimantan Regional Development Bank (in percent).
Financial Ratio 2010 2011 2012 2013 2014 2015 2016 2017
CAR 17,53 17,74 16,87 17,63 19,21 21,76 20,66 21,59
LDR 84,34 77,51 86,80 87,20 87,09 82,70 86,69 77,59
ROA 4,17 3,45 3,33 3,42 3,19 2,91 2,88 2,94
ROE 39,77 28,93 26,20 25,80 22,14 19,96 18,58 18,03
BOPO 70,23 76,97 71,33 70,12 71,77 73,20 72,80 71,84
NPL-Gross 0,13 0,15 0,17 0,35 0,48 0,56 0,70 1,16
NPL-Net 0,03 0,04 0,04 0,11 0,10 0,12 0,15 0,17
Source: PT. West Kalimantan Regional Development Bank, 2018
Table 2 shows part of the financial ratios that are owned shows the financial performance of PT. West
Kalimantan Regional Development Bank. The tendency of the financial ratios shown in Table 2 shows that from
2010 to 2017 the values of these ratios have decreased. Although the current asset ratio has increased, other
ratios tend to fluctuate and lead to a decline.
Financial ratios are very important for users of financial statements (equity investors and creditors),
especially profitability ratios. Profitability ratio describes the company's ability to generate profits using the
capital that is embedded in it. Profit is a determining factor for changes in the value of securities / securities.
Measuring and forecasting earnings is an important job for equity investors. Meanwhile, creditors consider
operating profit and cash flow to be a source of interest payments.
The process of determining how well business activities are carried out in achieving strategic
objectives, eliminating waste, and presenting information in a sustainable and timely manner is an assessment of
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 11
profitability. So that for good strategy, what the company can do is one of them by estimating or forecasting the
condition of the company in the future, in this study the profitability ratios used are ROA and ROE at Bank
Kalbar for the future using historical data that has been used. happened in Bank Kalbar from 2010-2017 using
the least square method to predict or forecast future profitability ratios.
Return on Assets (ROA) or the rate of return on assets is the ratio of profitability which shows the
percentage of profit (net income) obtained by the company in relation to overall resources or the average
number of assets. This ratio measures how efficient a company is in managing its assets to generate profits
during a period. So the purpose of company assets is to generate income and of course also generate profits or
profits for the company itself.
The ROA or Return on Assets ratio can help management and investors to see how well a company
is able to convert its investment in assets into profit or profit. This rate of return on assets is considered a return
on investment for a company because in general capital assets are often the largest investment for most
companies. In other words, money or capital is invested into capital assets and the rate of return or returns is
measured in terms of the profit or profit it receives.
Investors view the ROA or Return on Assets ratio as very important information for investors to
make investment decisions. So that from the historical data on the company's ROA, investors can estimate or
predict the ROA of a company in the future.
Table 3. Data Return On Asset (ROA) PT. West Kalimantan Regional Development Bank.
N Year X ROA (Y) X2 XY
1 2010 -7 4,17 49 -29,19
2 2011 -5 3,45 25 -17,25
3 2012 -3 3,33 9 -9,99
4 2013 -1 3,42 1 -3,42
5 2014 1 3,19 1 3,19
6 2015 3 2,91 9 8,73
7 2016 5 2,88 25 14,4
8 2017 7 2,94 49 20,58
Jumlah 26,29 168 -12,95
Source: Processed Data, 2019
Table 3 above provides information to form a trend line equation to predict ROA in 2020 and 2021, which is as
follows:
a = ∑y / n and b = ∑xy / ∑x2
a = 26.29 / 8 b = -12.95 / 168
a = 3.29 b = -0.78
then the trend line equation is
Y = a + bX
Y = 3.29 - 0.78X
The trend line equation shows a negative slot, meaning that the ROA movement at PT. The West
Kalimantan Regional Development Bank tends to experience a decline from year to year. From this equation,
the ROA Financial Ratio in 2020 and 2021 can be predicted as follows:
Y = a + bX
Y = 3.29 - 0.78X
The value of X in 2020 is 13 then,
Y = 3.29 - 0.78 (13)
Y = 3.29 - 0.10
Y = 2.29
The value of X in 2021 is 15 then,
Y = 3.29 - 0.78 (15)
Y = 3.29 - 1.16
Y = 2.13
The trend line equation shows that the ROA of PT. West Kalimantan Regional Development Bank
for 2020 and 2021 amounted to 2.29% and 2.13%, respectively. This indicates PT. The West Kalimantan
Regional Development Bank is less effective in managing its assets to generate higher profits or profits. So that
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 12
PT. The West Kalimantan Regional Development Bank needs to make a better policy or statejik in asset
management in order to determine maximum future profits.
Figure 1. The movement of the ROA of PT. West Kalimantan Regional Development Bank
Source: PT. West Kalimantan Regional Development Bank, 2018
The movement of the ROA ratio of PT. The West Kalimantan Regional Development Bank shows a
downward movement from year to year. The lowest ROA occurred in 2016 which shows the ability of assets to
earn a profit or profit of only 2.88%, while the ROA figure for 2018-2021 is a predictive figure using the trend
line equation. This downward movement indicates that PT. West Kalimantan Regional Development Bank
needs to continue to improve the management and utilization of assets owned in order to increase profits or
profits that can be obtained by the company.
Figure 2. Predicted ROA of PT. West Kalimantan Regional Development Bank using the 2018-2021
Trend Method
Source: Processed Data, 2019
Apart from ROA, another ratio that is important for users of corporate financial information is the ROE
(Return on Equity Ratio) ratio. ROE is a profitability ratio that measures a company's ability to generate returns
from shareholder investments in the company. In other words, this ROE shows how much profit a company can
generate from every one dollar invested by shareholders. So that this ratio is important for investors, especially
those who invest their funds in a company. Therefore, it is possible to predict the value of the ROE ratio for the
future.
4.17
3.45 3.33 3.42
3.19
2.91 2.88 2.94
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
2010 2011 2012 2013 2014 2015 2016 2017
2.59
2.44
2.28
2.13
0.00
0.50
1.00
1.50
2.00
2.50
3.00
2018 2019 2020 2021
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 13
Table 4. Data Return On Equity (ROE) PT. West Kalimantan Regional Development Bank.
N Year X ROE X2 XY
1 2010 -7 39,77 49 -278,39
2 2011 -5 28,93 25 -144,65
3 2012 -3 26,2 9 -78,6
4 2013 -1 25,8 1 -25,8
5 2014 1 22,14 1 22,14
6 2015 3 19,96 9 59,88
7 2016 5 18,58 25 92,9
8 2017 7 18,03 49 126,21
Jumlah 199,41 168 -226,31
Source: Processed Data, 2019
Table 4 above provides information to form a trend line equation to predict ROE in 2020 and 2021,
which is as follows:
a = ∑y / n and b = ∑xy / ∑x2
a = 199.41 / 8 b = -226.31 / 168
a = 24.93 b = -1.35
then the trend line equation is
Y = a + bX
Y = 24.93 - 1.35X
The trend line equation shows a negative slot, meaning that the ROE movement in PT. The West
Kalimantan Regional Development Bank tends to experience a decline from year to year. From this equation,
the ROE Financial Ratio in 2020 and 2021 can be predicted as follows:
Y = a + bX
Y = 24.93 - 1.35X
The value of X in 2020 is 13 then,
Y = 24.93 - 1.35 (13)
Y = 24.93 - 17.51
Y = 7,414
The value of X in 2021 is 15 then,
Y = 24.93 - 1.35 (15)
Y = 3.29 - 20.21
Y = 4.72
The trend line equation shows that the ROA of PT. West Kalimantan Regional Development Bank
for 2020 and 2021 amounted to 7.414% and 4.72%, respectively. This indicates PT. The West Kalimantan
Regional Development Bank is less efficient in using money from shareholders to generate profits and grow the
company. This ratio is a ratio that is viewed based on the shareholder's point of view. So the shareholders'
expectations of how much money can return to shareholders from the investment that has been made. Because
the owner of the company in PT. The West Kalimantan Regional Development Bank is a district city
government in the province of West Kalimantan, so surely the main goal of the company is how to be the
growth and welfare of the region, namely West Kalimantan. So that ROE can be used to determine the
development and ability of the company to maintain revenue trends that occur at PT. West Kalimantan Regional
Development Bank.
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 14
Figure 3. The movement of the ROE of PT. West Kalimantan Regional Development Bank
Source: PT. West Kalimantan Regional Development Bank, 2018
The movement of the ROE of PT. The West Kalimantan Regional Development Bank is the same as
the ROA movement, which has decreased. ROE in 2014 was the largest decrease compared to the decline that
occurred in the previous 4 years or 3 years after. This shows that in 2014 from the shareholder's point of view,
PT. The West Kalimantan Regional Development Bank has been less effective in maintaining the trend of
company-owned revenues.
Figure 4. Prediction of ROE of PT. West Kalimantan Regional Development Bank with the 2018-2021
Trend Method
Source: Processed Data, 2019
IV. CONCLUSION
The results of the study concluded that:
1. The performance of PT. The West Kalimantan Regional Development Bank, which is proxied by the ROA
and ROE ratios for the years 2010-2017, tends to decline.
2. Predict or forecast the performance of PT. The West Kalimantan Regional Development Bank in 2018-
2021 shows a decrease in the profitability ratio both in terms of ROA and ROE.
3. Profitability ratios that show a decline indicates the need for increased performance by PT. West
Kalimantan Regional Development Bank to be more effective and efficient in asset management and
utilization of equity held.
Suggestions that can be given from the results of this study are as follows:
1. The level of financial ratios of PT. West Kalimantan Regional Development Bank which tends to show a
downward trend, this indicates the low level of public confidence in investing in PT. West Kalimantan
Regional Development Bank, so a policy or strategy is needed to increase public trust.
2. PT. The West Kalimantan Regional Development Bank must pay more attention to the capital and assets
owned so that it can be more optimal in generating company profits.
39.77
28.93
26.2 25.8
22.14
19.96 18.58 18.03
0
5
10
15
20
25
30
35
40
45
2010 2011 2012 2013 2014 2015 2016 2017
12.80
10.11
7.41
4.72
0.00
2.00
4.00
6.00
8.00
10.00
12.00
14.00
2018 2019 2020 2021
Analysis Of Financial Performance Using The Trend Approach
Multidisciplinary Journal www.ajmrd.com Page | 15
3. Further research is recommended to use the overall profitability ratio, not only the ROA and ROE ratios,
so that the measurement of company performance is more comprehensive.
REFERENCES
[1]. Arikunto. (2010). Prosedur Penelitian Suatu Pendekatan Praktik. Jakarta: Rineka Cipta.
[2]. Brigham, Eugene. F. & Joel F. Houston. 2011. Manajemen Keuangan. (Edisi Kedelapan). Jakarta :
Erlangga
[3]. Harahap, Sofyan Syafri (2004), “Analisis Kritis Atas Laporan Keuangan”. Jakarta : PT. Raja Grafindo
Persada
[4]. Horne, Van. James C. Dan Wachowicz, M.Jhon. 2005. Prinsip-Prinsip Manajemen keuangan,
Diterjemahkan oleh Aria Farahmita
[5]. Ibrahim, dkk. 2003. Perencanaan Pengajaran. PT. Remaja Rosdakarya: Bandung
[6]. Indrawati, Andi. 2017. Analisis Trend Kinerja Keuangan Bank Kaltim. Research Journal of
Accounting and Business Management (RJABM). Volume 1 No.2 December 2017. Hal 226-235
[7]. Ikatan Akuntan Indonesia (2009), “Standar Akuntansi Keuangan”. Jakarta : Salemba Empat
[8]. Jumingan (2009), “Analisis Laporan Keuangan”. Jakarta : Penerbit Bumi Aksara
[9]. Kasmir (2008), “Analisis Laporan Keuangan”. Jakarta : PT. Raja Grafindo Persada
[10]. Munawir, S. (2010). Analisa Laporan Keuangan. Yogyakarta: Penerbit Liberty.
[11]. Maryati. 2010. Strategi Pembelejaran Inkuiri Diakses dari
http://staff.uny.ac.id/sites/default/files/pendidikan/maryatissimsi/7strategi pembelajaran-inkuiripdf.pdf.
[12]. Rialdy, Novien. (2018). Analisis Laporan Keuangan Dengan Metode Trend Sebagai Dasar Menilai
Kondisi Keuangan Di Rumah Sakit Umum Haji Medan. Fakultas Ekonomi dan Bisnis Universitas
Muhammadiyah Sumatera Utara.
[13]. Prastowo, Dwi dan Juliaty, Rifka. 2005. Analisis Laporan Keuangan Konsep dan Aplikasi (Edisi
Kedua). Yogyakarta: UPP STIM YKPN.
[14]. Prihadi, Toto. 2010. Analisis Laporan Keuangan. Teori dan Aplikasi. PPM Manajemen. Jakarta
[15]. Purnomo, Yoyo. 1998. Ketertarikan Kinerja Keuangan dengan Harga Saham, Usahawan, Desember
No.12. Tahun XXVII
[16]. Veno, Andri dan Syamsudin. 2016. Analisis Trend Kinerja Keuangan Perbankan Syariah Tahun 2015
Sampai Dengan 2017. Jurnal Bisnis dan Manajemen Islam. BISNIS, Vol. 4, No. 1, Juni 2016. Hal 21-
34
[17]. William, Marianno. (2017). Analisis Rasio Keuangan Untuk Menilai Kinerja Keuangan Perusahaan
Studi Kasus PT Telekomunikasi Indoensia Tbk. Fakultas Ekonomi Universitas Sanata Dharma
Yogyakarta.

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B2100815

  • 1. American Journal of Multidisciplinary Research & Development (AJMRD) Volume 2, Issue 10 (October- 2020), PP 08-15 ISSN: 2360-821X www.ajmrd.com Multidisciplinary Journal www.ajmrd.com Page | 8 Research Paper Open Access Analysis of Financial Performance Using the Trend Approach 1 Nella Yantiana, 2 Sari Rusmita 1,2 Fakultas Ekonomi dan Binsis, Universitas Tanjungpura, Pontianak, Indonesia *Corresponding Author: 1 Nella Yantiana ABSTRACT: The development of the profitability ratio achieved can show the projection of long-term profitability. This research will use trend analysis (least square method), where the trend line will describe the development of profitability. The data used are roa and roe 8 years (2010-2017). The results of this study indicate the performance of pt. The west kalimantan regional development bank, which is proxied by the roa and roe ratios for 2010-2017, tends to decline. And prediction or forecasting the performance of pt. The west kalimantan regional development bank in 2018-2021 shows a decrease in the profitability ratio both in terms of roa and roe. Keywords: Financial Performance; Financial Statements; Trends. I. INTRODUCTION Information about an entity's finances is indispensable for users or parties who need this information, both from external and internal parties. Financial information presented from the financial statements of an entity shows whether the entity is progressing or vice versa. So that the financial statements become because they can describe the condition of an entity, especially in banking. As collectors and distributors of society, information from the financial statements of a bank is of course important and at the same time the center of attention of interested parties on this information. Apart from that, banks also have an important role in the economy, so that every country will continue to strive so that banks are always in a safe, healthy and stable condition. Banks have a role in current economic development. Banks as intermediary institutions play an important role in mobilizing public funds to be rotated as a major source of financing for the business world, both for investment and production, in order to encourage economic growth. The role of the Bank as a payment system traffic service provider to accelerate economic activity. An efficient, safe and smooth payment system will have an impact on the running of the economy well. In addition, banks also function as a medium for accelerating monetary policy issued by the central bank which aims to maintain price stability and economic growth. Seeing that the role of the Bank is quite large in the economic development of a country, it is important to see and assess the performance of a bank, especially banks owned by the state or region The performance of an entity can be illustrated in its profitability ratio, so that the profitability ratio can be used as an assessment of the performance of an entity, because the profitability ratio can describe the level of the entity's ability to generate income or income that is reflected in company profits, the management as executor of an entity responsibility will take place. Research Veno and Syamsudin (2016) and Indrawati (2017) use Return On Equity as a measure of entity performance. In addition, the management has the responsibility, namely the responsibility to obtain funds to finance assets and the responsibility to use the assets owned by the company in order to earn income (Prastowo, 2002: 38). However, profitability is one of the ratio analyzes that only compares several account values in the financial statements, this is a weakness in ratio analysis so that the analyzed data is not detailed on each account. The weakness of ratio analysis can be overcome through trend analysis of financial statements. Trend analysis is able to compare all the values in the financial statements according to what you want to compare. The advantage of trend analysis is that the analysis method is carried out by comparing financial reports for several years (periods), so that developments and trends can be seen, this analysis is able to compare the same items for different years or periods because this method moves from year to year (Prastowo and Julianty, 2005: 59). Meanwhile, ratio analysis only shows the relationship between one element and another in the financial statements. The relationship between the elements of the financial statements is expressed in simple mathematical form, or comparing accounts with each other in one period and multiplied by 100 percent (Jumingan, 2009: 118). Concluding from the two literatures above, the trend method will be used in this study.
  • 2. Analysis Of Financial Performance Using The Trend Approach Multidisciplinary Journal www.ajmrd.com Page | 9 According to Munawir (2010: 64), analyzing the relationship of a post in a financial report is the basis for being able to interpret the financial condition and results of operations of a company. By using comparable reports, including data on changes in rupiah amounts, percentages and trends, the analyzer considers that individual ratios will assist in analyzing and interpreting the financial position of a company. According to Maryati (2010; 129), a trend is a movement (tendency) to go up or down in the long term, which is obtained from the average change over time. The rate of change can increase or decrease. If the rate of change increases, it is called a positive trend or the trend has an upward tendency. Conversely, if the average change decreases, it is called a negative trend or a trend that has a downward trend. Trend is a prediction of a variable with time independent variables or the movement of a periodic series over several years and tends to go in a direction, where the direction can go up, horizontally, or down (Ibrahim, 2003). Forecasting has the meaning as an estimate or prediction of something that will happen in the future based on past events that are scientifically analyzed, especially using statistical methods. One of the statistical tools that can be used to estimate the state of a business in the future based on past data is a trend (Veno and Syamsudin, 2016). This study aims to determine the trend of the financial performance of Bank Kalbar as a bank owned by the Regional Government of West Kalimantan. By looking at the development of the profitability ratio achieved by Bank Kalbar and to project in the long term using trend analysis (least square method), where the trend line will describe the development of profitability. The demand for improved performance in an entity, especially in banking which has an important role in the development of the country's economy, encourages analysis of the development of financial performance in an entity because it can illustrate the entity's ability to earn profits or income for the entity, especially in entities owned by the entity. regional government. Based on this, this research wants to try to see how the trend of Bank Kalbar's financial performance? and predicting or estimating the ratio of Return On Asset (ROA) and Return On Equity (ROE) which will be obtained by Bank Kalbar for 2020 and 2021. II. METHODS This research method is a descriptive method, by collecting data, compiling data, classifying data, and interpreting data so that the data collected can provide a clear picture of the condition of the company regarding the problem to be studied. The type of data used in this study is secondary data. Data in the form of Bank Kalbar's financial ratios, the processed financial statements of Bank Kalbar for the 2010-2017 period that have been audited and then published. The ratios used are Return on Equity (ROE) and Return on Assets (ROA). Purnomo (1998) states that stock prices are sensitive to changes in ROE. Profitability ratio is a ratio that describes the company's ability to generate profits by using the capital that is embedded in it. Return on Equity (ROE) profitability ratio. This ratio measures the company's ability to earn available profits by the company's shareholders. Return on Equity (ROE) is calculated using the formula (Prihadi, 2010: 160): Return on Equity (ROE) = net profit / own capital ROA is a ratio that measures how efficient a company is in managing its assets to generate profits during a period. ROA calculations can be calculated with the following formula (Prihadi, 2010; 152): Return on Assets (ROA) = Net profit after Tax / Total Assets (or average Total Assets) The data analysis technique in this study is a data analysis method that is related to formulas and numbers related to financial ratio analysis: 1. Calculating the financial ratios of Bank Kalbar regarding profitability ratios, especially ROA and ROE; 2. Creating a table of Bank Kalbar financial ratios; 3. Analyze the financial profitability ratios of Bank Kalbar using time series analysis; and 4. Conclude the results of the analysis method using time series analysis, namely the Least Square Method. The linear equation for time series analysis is ; Y = a + bx Information : y = dependent variable (not independent) whose trend is sought. x = independent variable (free) using time (usually in years). a = constant value b = coefficient indicating the average change in y for each one x change Meanwhile, to find the constant values a and b, the equation can be used: a = ∑y / n and b = ∑xy / ∑x2
  • 3. Analysis Of Financial Performance Using The Trend Approach Multidisciplinary Journal www.ajmrd.com Page | 10 III. RESULTS The long-term financial performance of the company can be seen by the profitability achieved by the company. Profitability is the ability to generate profits (profit) during a certain period by using productive assets or capital, both capital as a whole and own capital (Van Horn and Wachowiez, 1997: 148-149). Sartono (2001: 119) defines profitability as the company's ability to earn profits in relation to sales, total productive assets and own capital. This profitability ratio will provide an overview of the level of effectiveness of company management. The greater the profitability, the better, because the prosperity of the owner of the company increases with the greater the profitability. The following is the financial development obtained by PT. West Kalimantan Regional Development Bank for the last 8 years. Table 1. Financial Development PT. West Kalimantan Regional Development Bank. Description 2010 2011 2012 2013 2014 2015 2016 2017 Total assets 5.868.875 7.126.170 8.394.579 9.640.826 11.215.933 13.035.213 14.006.975 16.575.747 Third-party funds 4.677.054 6.188.699 6.880.752 8.080.189 9.355.433 10.907.226 11.227.152 13.710.510 Credit Given 3.944.684 4.796.968 5.972.213 7.045.648 8.148.044 9.020.153 9.733.167 10.637.856 Paid in capital 239.823 307.301 388.441 471.581 624.793 743.054 811.194 961.694 Current year profit 168.745 173.899 216.089 245.669 262.602 289.520 307.704 338.212 Source: PT. West Kalimantan Regional Development Bank, 2018 The development of the financial performance of PT. The West Kalimantan Regional Development Bank from 2010 to 2017 shows an increase. It can be seen that the number of assets, funds from third parties, loans, paid-in capital and profit for the current year has increased for 8 consecutive years. This indicates that PT. West Kalimantan Regional Development Bank shows maximum performance achievements. However, if the above indicators are compared with one another, not all of them have a good proportion. This means that the magnitude of the increase in one indicator is not the same as the increase in other indicators. This can be seen from several financial ratios that show the development of the performance of PT. West Kalimantan Regional Development Bank obtained from its financial reports. One of the bases for measuring the company's financial performance is by looking at the level of profitability, because business attractiveness can be used with profitability levels such as ROA, ROE and NPM, therefore the probability level becomes an important indicator in business competition. Van Horn and Wachowiez, (1997: 148-149), suggest that there are two types of profitability ratios, namely profitability related to sales (NPM ratio) and profitability related to investment (ROA and ROE). Table 2. Financial Ratio of PT. West Kalimantan Regional Development Bank (in percent). Financial Ratio 2010 2011 2012 2013 2014 2015 2016 2017 CAR 17,53 17,74 16,87 17,63 19,21 21,76 20,66 21,59 LDR 84,34 77,51 86,80 87,20 87,09 82,70 86,69 77,59 ROA 4,17 3,45 3,33 3,42 3,19 2,91 2,88 2,94 ROE 39,77 28,93 26,20 25,80 22,14 19,96 18,58 18,03 BOPO 70,23 76,97 71,33 70,12 71,77 73,20 72,80 71,84 NPL-Gross 0,13 0,15 0,17 0,35 0,48 0,56 0,70 1,16 NPL-Net 0,03 0,04 0,04 0,11 0,10 0,12 0,15 0,17 Source: PT. West Kalimantan Regional Development Bank, 2018 Table 2 shows part of the financial ratios that are owned shows the financial performance of PT. West Kalimantan Regional Development Bank. The tendency of the financial ratios shown in Table 2 shows that from 2010 to 2017 the values of these ratios have decreased. Although the current asset ratio has increased, other ratios tend to fluctuate and lead to a decline. Financial ratios are very important for users of financial statements (equity investors and creditors), especially profitability ratios. Profitability ratio describes the company's ability to generate profits using the capital that is embedded in it. Profit is a determining factor for changes in the value of securities / securities. Measuring and forecasting earnings is an important job for equity investors. Meanwhile, creditors consider operating profit and cash flow to be a source of interest payments. The process of determining how well business activities are carried out in achieving strategic objectives, eliminating waste, and presenting information in a sustainable and timely manner is an assessment of
  • 4. Analysis Of Financial Performance Using The Trend Approach Multidisciplinary Journal www.ajmrd.com Page | 11 profitability. So that for good strategy, what the company can do is one of them by estimating or forecasting the condition of the company in the future, in this study the profitability ratios used are ROA and ROE at Bank Kalbar for the future using historical data that has been used. happened in Bank Kalbar from 2010-2017 using the least square method to predict or forecast future profitability ratios. Return on Assets (ROA) or the rate of return on assets is the ratio of profitability which shows the percentage of profit (net income) obtained by the company in relation to overall resources or the average number of assets. This ratio measures how efficient a company is in managing its assets to generate profits during a period. So the purpose of company assets is to generate income and of course also generate profits or profits for the company itself. The ROA or Return on Assets ratio can help management and investors to see how well a company is able to convert its investment in assets into profit or profit. This rate of return on assets is considered a return on investment for a company because in general capital assets are often the largest investment for most companies. In other words, money or capital is invested into capital assets and the rate of return or returns is measured in terms of the profit or profit it receives. Investors view the ROA or Return on Assets ratio as very important information for investors to make investment decisions. So that from the historical data on the company's ROA, investors can estimate or predict the ROA of a company in the future. Table 3. Data Return On Asset (ROA) PT. West Kalimantan Regional Development Bank. N Year X ROA (Y) X2 XY 1 2010 -7 4,17 49 -29,19 2 2011 -5 3,45 25 -17,25 3 2012 -3 3,33 9 -9,99 4 2013 -1 3,42 1 -3,42 5 2014 1 3,19 1 3,19 6 2015 3 2,91 9 8,73 7 2016 5 2,88 25 14,4 8 2017 7 2,94 49 20,58 Jumlah 26,29 168 -12,95 Source: Processed Data, 2019 Table 3 above provides information to form a trend line equation to predict ROA in 2020 and 2021, which is as follows: a = ∑y / n and b = ∑xy / ∑x2 a = 26.29 / 8 b = -12.95 / 168 a = 3.29 b = -0.78 then the trend line equation is Y = a + bX Y = 3.29 - 0.78X The trend line equation shows a negative slot, meaning that the ROA movement at PT. The West Kalimantan Regional Development Bank tends to experience a decline from year to year. From this equation, the ROA Financial Ratio in 2020 and 2021 can be predicted as follows: Y = a + bX Y = 3.29 - 0.78X The value of X in 2020 is 13 then, Y = 3.29 - 0.78 (13) Y = 3.29 - 0.10 Y = 2.29 The value of X in 2021 is 15 then, Y = 3.29 - 0.78 (15) Y = 3.29 - 1.16 Y = 2.13 The trend line equation shows that the ROA of PT. West Kalimantan Regional Development Bank for 2020 and 2021 amounted to 2.29% and 2.13%, respectively. This indicates PT. The West Kalimantan Regional Development Bank is less effective in managing its assets to generate higher profits or profits. So that
  • 5. Analysis Of Financial Performance Using The Trend Approach Multidisciplinary Journal www.ajmrd.com Page | 12 PT. The West Kalimantan Regional Development Bank needs to make a better policy or statejik in asset management in order to determine maximum future profits. Figure 1. The movement of the ROA of PT. West Kalimantan Regional Development Bank Source: PT. West Kalimantan Regional Development Bank, 2018 The movement of the ROA ratio of PT. The West Kalimantan Regional Development Bank shows a downward movement from year to year. The lowest ROA occurred in 2016 which shows the ability of assets to earn a profit or profit of only 2.88%, while the ROA figure for 2018-2021 is a predictive figure using the trend line equation. This downward movement indicates that PT. West Kalimantan Regional Development Bank needs to continue to improve the management and utilization of assets owned in order to increase profits or profits that can be obtained by the company. Figure 2. Predicted ROA of PT. West Kalimantan Regional Development Bank using the 2018-2021 Trend Method Source: Processed Data, 2019 Apart from ROA, another ratio that is important for users of corporate financial information is the ROE (Return on Equity Ratio) ratio. ROE is a profitability ratio that measures a company's ability to generate returns from shareholder investments in the company. In other words, this ROE shows how much profit a company can generate from every one dollar invested by shareholders. So that this ratio is important for investors, especially those who invest their funds in a company. Therefore, it is possible to predict the value of the ROE ratio for the future. 4.17 3.45 3.33 3.42 3.19 2.91 2.88 2.94 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 2010 2011 2012 2013 2014 2015 2016 2017 2.59 2.44 2.28 2.13 0.00 0.50 1.00 1.50 2.00 2.50 3.00 2018 2019 2020 2021
  • 6. Analysis Of Financial Performance Using The Trend Approach Multidisciplinary Journal www.ajmrd.com Page | 13 Table 4. Data Return On Equity (ROE) PT. West Kalimantan Regional Development Bank. N Year X ROE X2 XY 1 2010 -7 39,77 49 -278,39 2 2011 -5 28,93 25 -144,65 3 2012 -3 26,2 9 -78,6 4 2013 -1 25,8 1 -25,8 5 2014 1 22,14 1 22,14 6 2015 3 19,96 9 59,88 7 2016 5 18,58 25 92,9 8 2017 7 18,03 49 126,21 Jumlah 199,41 168 -226,31 Source: Processed Data, 2019 Table 4 above provides information to form a trend line equation to predict ROE in 2020 and 2021, which is as follows: a = ∑y / n and b = ∑xy / ∑x2 a = 199.41 / 8 b = -226.31 / 168 a = 24.93 b = -1.35 then the trend line equation is Y = a + bX Y = 24.93 - 1.35X The trend line equation shows a negative slot, meaning that the ROE movement in PT. The West Kalimantan Regional Development Bank tends to experience a decline from year to year. From this equation, the ROE Financial Ratio in 2020 and 2021 can be predicted as follows: Y = a + bX Y = 24.93 - 1.35X The value of X in 2020 is 13 then, Y = 24.93 - 1.35 (13) Y = 24.93 - 17.51 Y = 7,414 The value of X in 2021 is 15 then, Y = 24.93 - 1.35 (15) Y = 3.29 - 20.21 Y = 4.72 The trend line equation shows that the ROA of PT. West Kalimantan Regional Development Bank for 2020 and 2021 amounted to 7.414% and 4.72%, respectively. This indicates PT. The West Kalimantan Regional Development Bank is less efficient in using money from shareholders to generate profits and grow the company. This ratio is a ratio that is viewed based on the shareholder's point of view. So the shareholders' expectations of how much money can return to shareholders from the investment that has been made. Because the owner of the company in PT. The West Kalimantan Regional Development Bank is a district city government in the province of West Kalimantan, so surely the main goal of the company is how to be the growth and welfare of the region, namely West Kalimantan. So that ROE can be used to determine the development and ability of the company to maintain revenue trends that occur at PT. West Kalimantan Regional Development Bank.
  • 7. Analysis Of Financial Performance Using The Trend Approach Multidisciplinary Journal www.ajmrd.com Page | 14 Figure 3. The movement of the ROE of PT. West Kalimantan Regional Development Bank Source: PT. West Kalimantan Regional Development Bank, 2018 The movement of the ROE of PT. The West Kalimantan Regional Development Bank is the same as the ROA movement, which has decreased. ROE in 2014 was the largest decrease compared to the decline that occurred in the previous 4 years or 3 years after. This shows that in 2014 from the shareholder's point of view, PT. The West Kalimantan Regional Development Bank has been less effective in maintaining the trend of company-owned revenues. Figure 4. Prediction of ROE of PT. West Kalimantan Regional Development Bank with the 2018-2021 Trend Method Source: Processed Data, 2019 IV. CONCLUSION The results of the study concluded that: 1. The performance of PT. The West Kalimantan Regional Development Bank, which is proxied by the ROA and ROE ratios for the years 2010-2017, tends to decline. 2. Predict or forecast the performance of PT. The West Kalimantan Regional Development Bank in 2018- 2021 shows a decrease in the profitability ratio both in terms of ROA and ROE. 3. Profitability ratios that show a decline indicates the need for increased performance by PT. West Kalimantan Regional Development Bank to be more effective and efficient in asset management and utilization of equity held. Suggestions that can be given from the results of this study are as follows: 1. The level of financial ratios of PT. West Kalimantan Regional Development Bank which tends to show a downward trend, this indicates the low level of public confidence in investing in PT. West Kalimantan Regional Development Bank, so a policy or strategy is needed to increase public trust. 2. PT. The West Kalimantan Regional Development Bank must pay more attention to the capital and assets owned so that it can be more optimal in generating company profits. 39.77 28.93 26.2 25.8 22.14 19.96 18.58 18.03 0 5 10 15 20 25 30 35 40 45 2010 2011 2012 2013 2014 2015 2016 2017 12.80 10.11 7.41 4.72 0.00 2.00 4.00 6.00 8.00 10.00 12.00 14.00 2018 2019 2020 2021
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