{"id":267139,"date":"2026-11-02T09:21:44","date_gmt":"2026-11-02T08:21:44","guid":{"rendered":"https:\/\/www.memo.mk\/?p=267139"},"modified":"2026-11-02T09:28:28","modified_gmt":"2026-11-02T08:28:28","slug":"comparative-analysis-of-the-day-ahead-market-before-and-during-the-early-stages-of-cbam-in-the-republic-of-north-macedonia","status":"publish","type":"post","link":"https:\/\/www.memo.mk\/?p=267139","title":{"rendered":"Comparative Analysis of the Day-Ahead Market: Before and During the Early Stages of CBAM in the Republic of North Macedonia"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"530\" src=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/Memo_Newsletter_5_ENG_page-0006-1-1024x530.jpg\" alt=\"\" class=\"wp-image-267147\" srcset=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/Memo_Newsletter_5_ENG_page-0006-1-1024x530.jpg 1024w, https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/Memo_Newsletter_5_ENG_page-0006-1-980x551.jpg 980w, https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/Memo_Newsletter_5_ENG_page-0006-1-480x270.jpg 480w\" sizes=\"auto, (min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1024px, 100vw\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>By: Stojana Megan Milosevska, Energy Markets Specialist<br>National Electricity Market Operator \u2013 MEMO LLC<\/strong> <strong>Skopje<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">1.&nbsp; INTRODUCTION<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Europe&#8217;s energy transition, driven by the European Green Deal and the goal of achieving climate neutrality by 2050, has led to the introduction of new regulatory mechanisms aimed at reducing greenhouse gas emissions and strengthening the competitiveness of the low-carbon economy[1]. In this context, the European Union introduced the Carbon Border Adjustment Mechanism, whose main objective is to prevent carbon leakage by establishing equal carbon costs for domestic producers and importers of products from third countries.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Although CBAM is still in its initial phase, its direct impact on the electricity sector can already be observed through changes in production costs, competitiveness and cross-border electricity trading. Under these conditions, the organised electricity market, particularly the day-ahead market segment, plays a key role, as the formation of reference market prices and the efficient allocation of electricity provide indicators for the further development of the economy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Prices formed on the day-ahead market represent a reference indicator for Market Participants, as they reflect expectations regarding the relationship between supply and demand, the availability of generation capacities, energy prices and cross-border electricity flows.&nbsp; In addition, they provide a basis for the functioning of other segments of the electricity market, as well as for making trading and investment decisions.<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">2.&nbsp; ANALYSIS OF MARKET INDICATORS OF THE DAY-AHEAD MARKET<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">To obtain a comprehensive overview of the state of the electricity market, the analysis is based on several market indicators covering the main characteristics and changes in market behaviour.&nbsp; Since the electricity market is influenced by multiple factors, such as demand, supply, renewable generation, market liquidity and the conditions in neighbouring systems, a single indicator is not sufficient for a comprehensive assessment of its functioning.&nbsp; Therefore, the analysis uses indicators covering different aspects of the market, such as price levels and volatility, market liquidity, differences between prices during peak and off-peak hours, and the impact of renewable energy generation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The combined assessment of these indicators provides a better understanding of market conditions and helps identify periods of increased price uncertainty, changes in liquidity, unusual price movements and differences in market behaviour across different periods. In this way, the analysis of the selected indicators is used to assess the development and stability of the electricity market, as well as to identify the main factors that may affect its performance during the period under review.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Price Volatility Index<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For the purposes of the analysis, the price volatility values are obtained according to the following formula and they represent the degree of deviation of the hourly electricity prices from their average value in the analysed period:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/em><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"295\" height=\"33\" src=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/image-2.png\" alt=\"\" class=\"wp-image-267153\" style=\"aspect-ratio:8.93939393939394;width:295px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<\/em><\/strong><strong><em> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 (1)<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Price Volatility \u2013 price volatility for the period under review;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Price \u2013 price for the period under review;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Average price &#8211; average price for the period under review:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Number of Hours \u2013 number of hours.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Accordingly, based on the result obtained, prices may be classified as having high, normal or low volatility.&nbsp;&nbsp; Higher price volatility values indicate increased price fluctuations and potential short-term imbalances between electricity supply and demand. Conversely, lower volatility values are associated with greater stability, more uniform price movements and more efficient matching of Market Participants.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In European practice, a higher incidence of periods of high volatility is most commonly associated with a greater share of variable renewable energy sources, constraints on cross-border transmission capacities and short-term market imbalances.&nbsp; Hence, the analysis of price volatility is an important indicator for assessing market stability, liquidity and the ability of the market to respond to external shocks and changes in market conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">According to the results obtained for price volatility for the 2024\u20132026 period, the high-volatility category was present in all three years, accounting for 63.70% in 2024, 66.46% in 2025 and 59.70% in 2026.&nbsp; Such representation indicates that market prices have often been influenced by factors that cause pronounced market fluctuations. The high volatility is a feature of a young market that is in the development phase, so it can be noted that the volatility for 2026 compared to 2024 is significantly reduced, and thus the price distortion itself is reduced.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Table 1.&nbsp; Average price volatility<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td rowspan=\"2\"><strong>Volatility level<\/strong><\/td><td colspan=\"3\"><strong>&nbsp;Average price volatility<\/strong><\/td><\/tr><tr><td><strong>2024<\/strong><\/td><td><strong>2025<\/strong><\/td><td><strong>2026<\/strong><\/td><\/tr><tr><td>High volatility<\/td><td>63.7%<\/td><td>66.46%<\/td><td>59.70%<\/td><\/tr><tr><td>Normal volatility<\/td><td>23.12%<\/td><td>33.54%<\/td><td>25.89%<\/td><\/tr><tr><td>Low volatility<\/td><td>13.18%<\/td><td>\u0425<\/td><td>14.42%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">&nbsp;<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Relative Market Liquidity Index<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">High liquidity is considered an indicator of a mature market, and MEMO&#8217;s liquidity depends not only on domestic trading but also on developments in neighbouring markets such as HUPX, SEEPEX and IBEX. Regional integration and cross-border trading enable more efficient price convergence and an increase in transaction volumes, which has a positive effect on market liquidity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For the purposes of this research, a proprietary Relative Market Liquidity Index was developed, using the base traded volume (MWh) as its main parameter.&nbsp; This index reflects the market&#8217;s ability to absorb buy and sell orders without causing significant price deviations.&nbsp; At the daily level, the total daily traded volume is used, while at the monthly and annual levels, the average daily volume for the respective period is calculated.&nbsp;&nbsp; The Relative Market Liquidity Index is defined according to the following formula:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/em><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"398\" height=\"28\" src=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/image-1.png\" alt=\"\" class=\"wp-image-267151\" style=\"aspect-ratio:14.214285714285714;width:398px;height:auto\" srcset=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/image-1.png 398w, https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/11\/image-1-300x21.png 300w\" sizes=\"auto, (max-width: 398px) 100vw, 398px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/em><\/strong><strong><em>(2)<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Relative Market Liquidity Index \u2013 Relative Market Liquidity Index;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Current Volume Base \u2013 base traded volume;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Benchmark Volume \u2013 reference (base) trading volume against which the current volume is compared and which serves as the benchmark value for comparing current market liquidity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>&nbsp;Table 2.&nbsp;&nbsp; Relative Market Liquidity Index<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td colspan=\"3\"><strong>Relative Market Liquidity Index<\/strong><\/td><\/tr><tr><td><strong>2024<\/strong><\/td><td><strong>2025<\/strong><\/td><td><strong>2026<\/strong><\/td><\/tr><tr><td>1<\/td><td>1.42<\/td><td>1.81<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The results show that relative market liquidity increased during the period under review, from 1.00 in 2024 to 1.81 in 2026 compared with 2024, representing an increase of 81%.&nbsp; This trend indicates a significant improvement in liquidity and increased market activity, with traded volumes in 2026 significantly exceeding the reference base volume recorded in 2024.&nbsp; At the same time, the number of days classified as periods of high liquidity increased from 76 days in 2024 to 92 days in 2026.&nbsp; The number of days with low liquidity decreased from 105 days in 2024 to 57 days in 2026, representing a decrease of 45.71%.&nbsp; These results demonstrate increased market activity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This trend is expected given the gradual increase in traded volumes and the continued development of the organised electricity market, which contributes to increased liquidity and a reduction in periods of limited market activity.&nbsp; However, it also reflects the fact that electricity Market Participants see an opportunity to sell their electricity within the country because they are still uncertain about the newly introduced CBAM mechanism.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RES Impact Index<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The RES Impact Index is analyzed as a third market indicator. The Renewable Impact Index represents an indicator that approximates the impact of renewable energy generation on day-ahead market prices.&nbsp; The index is calculated as the difference between the average price for the period under review and the average price during the hours of expected peak renewable generation (11:00\u201316:00):<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong><img loading=\"lazy\" decoding=\"async\" width=\"590\" height=\"19\" src=\"blob:https:\/\/www.memo.mk\/a1b41121-5ac1-401e-b44e-fb04c14d2f5b\"><strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong> (3)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;Renewable Impact Index \u2013 RES Impact Index;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;Period Average Price \u2013 average electricity price for the period under review;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;Daytime Average Price \u2013 average price during daytime hours, 11:00\u201316:00.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Fig. 1. Average RES Impact Index<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">According to the results shown in Figure 1, an increasing trend in the Renewable Impact Index can be observed over the period from 2024 to 2026, indicating a stronger impact of renewable energy sources on market dynamics.&nbsp; The values were particularly pronounced in 2025, when the average Renewable Impact Index was 45.25, while in 2026 it was 50.61.&nbsp; The index reached significantly higher levels compared with 2024, when the average index was 25.75.&nbsp; This shows that daytime prices during the hours of highest solar generation are increasingly lower than the average price for the period, which is characteristic of markets with a higher level of renewable energy integration.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;In addition, the base traded volume, average price, as well as the average price during peak hours and the average price during off-peak hours for the period under review are presented in Table 4:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;<strong>Table 3. Comparison of Results<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>&nbsp;<\/strong><\/td><td><strong>2024<\/strong><\/td><td><strong>2025<\/strong><\/td><td><strong>2026<\/strong><\/td><\/tr><tr><td><strong>Base Traded Volume<\/strong><\/td><td>2527.64 MWh<\/td><td>3628.65 MWh<\/td><td>4409.06 MWh<\/td><\/tr><tr><td><strong>Average Price<\/strong><\/td><td>85.14\u20ac\/MWh<\/td><td>109.36\u20ac\/MWh<\/td><td>95.12\u20ac\/MWh<\/td><\/tr><tr><td><strong>Average price during peak hours<\/strong><\/td><td>79.19\u20ac\/MWh<\/td><td>\u20ac97.20\/MWh<\/td><td>75.75\u20ac\/MWh<\/td><\/tr><tr><td><strong>Average price during off-peak hours<\/strong><\/td><td>\u20ac91.08\/MWh<\/td><td>121.52\u20ac\/MWh<\/td><td>114.48\u20ac\/MWh<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The analysis shows that the average price during the summer days has been significantly reduced from \u20ac67.85 \/MWh in 2026, compared to the average price of \u20ac101.42 \/MWh for the same period in 2024. The results indicate positive market development, characterised by a significant increase in trading volumes, improved liquidity and a more pronounced impact of renewable energy sources on the formation of market prices<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The results indicate positive market development, characterised by a significant increase in trading volumes, improved liquidity and a more pronounced impact of renewable energy sources on the formation of market prices These circumstances contribute to an increase in supply, growth in trading volumes and improved MEMO liquidity. Hence, it can be concluded that, under conditions of energy transition and the gradual implementation of CBAM, the organised market is increasingly emerging as a key mechanism for placing electricity on the market and forming transparent and competitive market prices.<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">3. CONCLUSION<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Although CBAM was designed as a mechanism to promote decarbonisation and protect the competitiveness of European industry, its effects are already beginning to be felt in electricity markets. Additional costs at the borders contribute to greater price differences between markets and a reduction in cross-border trading, with some electricity surpluses remaining in domestic markets instead of being traded regionally.&nbsp; In this way, the mechanism may lead to fragmentation rather than further integration of regional markets.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In an era of rapid energy transformation, increasing renewable energy generation, digitalization, and growing regional integration, the need for clear and reliable market indicators is becoming even more important.&nbsp; Indices derived from the day-ahead market of MEMO should not be seen only as technical calculations. They are important analytical instruments that help explain the functioning of the electricity market, its stability, efficiency, and future direction of development.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The challenges are particularly pronounced in countries with limited export potential from renewable energy sources. During months when solar generation reaches high levels while consumption decreases, some of the electricity generated cannot be fully consumed, exported or stored.&nbsp; Therefore, further development of cross-border infrastructure, regional trading and market coupling mechanisms remains crucial for increasing liquidity, improving the integration of renewable energy sources, strengthening energy security and reducing long-term risks associated with carbon regulations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/10\/Memo_Newsletter_5_ENG.pdf\" data-type=\"link\" data-id=\"https:\/\/www.memo.mk\/wp-content\/uploads\/2026\/10\/Memo_Newsletter_5_ENG.pdf\">MEMO Info<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By: Stojana Megan Milosevska, Energy Markets SpecialistNational Electricity Market Operator \u2013 MEMO LLC Skopje 1.&nbsp; INTRODUCTION Europe&#8217;s energy transition, driven by the European Green Deal and the goal of achieving climate neutrality by 2050, has led to the introduction of new regulatory mechanisms aimed at reducing greenhouse gas emissions and strengthening the competitiveness of the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":267144,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_et_pb_use_builder":"off","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[110],"tags":[],"class_list":["post-267139","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-2-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/posts\/267139","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.memo.mk\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=267139"}],"version-history":[{"count":3,"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/posts\/267139\/revisions"}],"predecessor-version":[{"id":267154,"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/posts\/267139\/revisions\/267154"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.memo.mk\/index.php?rest_route=\/wp\/v2\/media\/267144"}],"wp:attachment":[{"href":"https:\/\/www.memo.mk\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=267139"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.memo.mk\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=267139"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.memo.mk\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=267139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}