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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">77</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:0CE58996-512E-521C-907F-C2C6EA147B5F</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Russian Journal of Economics</journal-title>
        <abbrev-journal-title xml:lang="en">RUJEC</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">2618-7213</issn>
      <issn pub-type="epub">2405-4739</issn>
      <publisher>
        <publisher-name>Non-profit partnership "Voprosy Ekonomiki"</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.32609/j.ruje.12.118859</article-id>
      <article-id pub-id-type="publisher-id">118859</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>(E17) Forecasting and Simulation: Models and Applications</subject>
          <subject>(E27) Forecasting and Simulation: Models and Applications</subject>
          <subject>(E62) Fiscal Policy</subject>
          <subject>(F41) Open Economy Macroeconomics</subject>
          <subject>(F47) Forecasting and Simulation: Models and Applications</subject>
          <subject>(H21) Efficiency • Optimal Taxation</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Development of an overlapping generations model for the Russian economy for long-term forecasting of the pension system</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Shpilevaya</surname>
            <given-names>Angelina E.</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Gareev</surname>
            <given-names>Mikhail Y.</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-7208-291X</uri>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Nesterova</surname>
            <given-names>Kristina V.</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-5560-6611</uri>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Polbin</surname>
            <given-names>Andrey V.</given-names>
          </name>
          <email xlink:type="simple">apolbin@iep.ru</email>
          <uri content-type="orcid">https://orcid.org/0000-0003-4683-8194</uri>
          <xref ref-type="aff" rid="A1">1</xref>
          <xref ref-type="aff" rid="A3">3</xref>
          <xref ref-type="aff" rid="A4">4</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>a</label>
        <addr-line content-type="verbatim">Gaidar Institute for Economic Policy, Moscow, Russia</addr-line>
        <institution>Financial University under the Government of the Russian Federation</institution>
        <addr-line content-type="city">Moscow</addr-line>
        <country>Russia</country>
        <uri content-type="ror">https://ror.org/01hnrbb29</uri>
      </aff>
      <aff id="A2">
        <label>b</label>
        <addr-line content-type="verbatim">Financial University under the Government of the Russian Federation, Moscow, Russia</addr-line>
        <institution>Gaidar Institute for Economic Policy</institution>
        <addr-line content-type="city">Moscow</addr-line>
        <country>Russia</country>
        <uri content-type="ror">https://ror.org/03jqhsm88</uri>
      </aff>
      <aff id="A3">
        <label>c</label>
        <addr-line content-type="verbatim">Russian Presidential Academy of National Economy and Public Administration, Moscow, Russia</addr-line>
        <institution>Bank of Russia</institution>
        <addr-line content-type="city">Moscow</addr-line>
        <country>Russia</country>
        <uri content-type="ror">https://ror.org/04qwk9b58</uri>
      </aff>
      <aff id="A4">
        <label>d</label>
        <addr-line content-type="verbatim">Bank of Russia, Moscow, Russia</addr-line>
        <institution>Russian Presidential Academy of National Economy and Public Administration</institution>
        <addr-line content-type="city">Moscow</addr-line>
        <country>Russia</country>
        <uri content-type="ror">https://ror.org/04xnm9a92</uri>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding author: Andrey V. Polbin (<email xlink:type="simple">apolbin@iep.ru</email>).</p>
        </fn>
        <fn fn-type="edited-by">
          <p>Academic editor: </p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>30</day>
        <month>06</month>
        <year>2026</year>
      </pub-date>
      <volume>12</volume>
      <issue>2</issue>
      <fpage>176</fpage>
      <lpage>198</lpage>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/CD9E4185-5A84-5917-BCAF-6AAFDBE09AB2">CD9E4185-5A84-5917-BCAF-6AAFDBE09AB2</uri>
      <history>
        <date date-type="received">
          <day>16</day>
          <month>01</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>20</day>
          <month>02</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Non-profit partnership “Voprosy Ekonomiki”</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY-NC-ND 4.0), which permits to copy and distribute the article for non-commercial purposes, provided that the article is not altered or modified and the original author and source are credited.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>Abstract</label>
        <p>This paper presents a dynamic overlapping generations general equilibrium model for the Russian economy to assess the economic and fiscal effects of the 2018 pension reform, which raised the statutory retirement age. The model incorporates realistic demographic projections, variable labor supply responses, and exogenous scenarios for oil prices. It evaluates the impact of the reform across a range of future demographic and external conditions by comparing post-reform trajectories of macroeconomic aggregates, public deficits, and tax rates with baseline scenarios without reform. The results show that raising the retirement age moderately reduces consumption in the short run but leads to more robust growth in output, investment, government spending, and exports in the long term. Pension reform improves fiscal sustainability by lowering the required budget-balancing <abbrev xlink:title="value-added tax">VAT</abbrev> rate and pension fund deficit, especially under adverse demographic conditions or low oil prices. The fiscal effect of reform is muted in optimistic demographic scenarios with strong labor force growth, but remains significant when population aging intensifies fiscal pressure. These findings highlight the importance of structural reforms for long-term macroeconomic stability and underscore the critical role of demographics and external shocks in shaping pension system performance.</p>
      </abstract>
      <kwd-group>
        <label>Keywords:</label>
        <kwd>general equilibrium model</kwd>
        <kwd>overlapping generations</kwd>
        <kwd>pension reform</kwd>
        <kwd>retirement age.</kwd>
      </kwd-group>
      <custom-meta-group>
        <custom-meta>
          <meta-name>JEL classification</meta-name>
          <meta-value>E17, E27, E62, F41, F47, H21</meta-value>
        </custom-meta>
      </custom-meta-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="1. Introduction" id="sec1">
      <title>1. Introduction</title>
      <p>In this paper, we build a model of a small open economy with overlapping gene­rations (<abbrev xlink:title="overlapping gene­rations">OLG</abbrev>) to assess the effects of raising the statutory retirement age as set out in the Russian government’s 2018 reform. We simulate an annual one-year increase in the statutory retirement age for men and women, meaning that within five years of the start of the reform, the statutory retirement age for men increases from 60 to 65 years and for women from 55 to 60 years.</p>
      <p>In addition, we study the impact of relevant external shocks, such as oil price dynamics, on the economy implementing the reform. The robustness of the calculations is checked by running the simulations under three different long-term UN demographic forecast scenarios until 2100 (<xref ref-type="bibr" rid="B20">United Nations, 2024</xref>) and two variants of the agent utility function: with elastic and with inelastic labor supply.</p>
      <p>A key feature of our model is that it reproduces the Russian economy with three sectors: export-oriented, domestically oriented, and oil. This allows us to jointly assess the effects of the pension reform and of the reduction in oil and gas revenues.</p>
      <p>The structure of the paper is as follows. The next section provides a review of the literature on modeling pension reforms. Section 3 describes the framework of our general equilibrium model with overlapping generations and its calibration. Section 4 presents the scenarios: a scenario for raising the statutory retirement age, a scenario for pension reform under different oil price dynamics, and scenarios for pension reform under alternative demographic forecasts. Section 5 concludes.</p>
    </sec>
    <sec sec-type="2. Literature review" id="sec2">
      <title>2. Literature review</title>
      <p>General equilibrium models with overlapping generations are commonly employed to study the efficiency of pension reforms in balancing the government budget in the face of an aging population and in stimulating economic growth. The models discussed below are based on the seminal Auerbach–Kotlikoff <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model (<xref ref-type="bibr" rid="B2">Auerbach and Kotlikoff, 1987</xref>).</p>
      <p>The effect of the reform largely depends on the response of households. In general­ equilibrium models, this is captured through different types of household utility functions, in particular through the response of household labor supply to income changes. For example, <xref ref-type="bibr" rid="B11">Hviding and Mérette (1998)</xref> constructed a general­ equilibrium model with overlapping generations for seven OECD countries: the USA, Japan, France, Canada, Italy, the UK, and Sweden, with fixed labor supply­. Thus, raising the st atutory retirement age leads to a sizable increase in labor. However, this is shown to reduce aggregate consumption, whereas savings show little response, curbing the potential acceleration of economic growth. At the same time, increasing the statutory retirement age appears to be a relatively effective method of balancing the pension system. More pessimistic conclusions were drawn for the UK using a more stylized model (<xref ref-type="bibr" rid="B5">Blake and Mayhew, 2006</xref>) without a labor market but containing the major demographic parameters. The study shows that raising the statutory retirement age is not guaranteed to balance the pension system.</p>
      <p>The <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model for the Canadian economy (<xref ref-type="bibr" rid="B9">Fougère et al., 2009</xref>) employs a utility function with a constant elasticity of substitution (<abbrev xlink:title="elasticity of substitution">CES</abbrev>). However, the authors did not use actual data on fertility and mortality. They observed a weak labor supply response to changes in the statutory retirement age, especially for highly skilled workers.</p>
      <p><xref ref-type="bibr" rid="B14">Magnani and Mercenier (2009)</xref> apply a general equilibrium model with 15 overlapping generations consisting of five-year groups, containing mortality and migration flows, to compare two government-proposed reform options for raising the statutory retirement age in Italy: gradual and instantaneous. A notable extension of the model is endogenous economic growth generated by human capital. Labor supply for workers of pre-retirement age is fixed and set to zero for agents reaching the statutory retirement age. This yields a substantial short-run and medium-run positive effect of the reform. <xref ref-type="bibr" rid="B21">Verbič et al. (2006)</xref> use an <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model with inelastic labor for Slovenia and find a limited short- and medium-term positive effect of raising the statutory retirement age.</p>
      <p>The general equilibrium <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model (<xref ref-type="bibr" rid="B4">Bielecki et al., 2015</xref>) analyzes the transition from a pay-as-you-go pension system to a funded pension system for Poland. A notable feature of the model is the presence of unemployment and job search costs in the labor market. The model also uses a <abbrev xlink:title="elasticity of substitution">CES</abbrev> utility function, which leads to the dominance of the income effect over the substitution effect and a low or even positive wage elasticity of labor supply. Alternatively, the Greenwood–Hercowitz–Huffman (<abbrev xlink:title="Greenwood–Hercowitz–Huffman">GHH</abbrev>) utility function is used (<xref ref-type="bibr" rid="B10">Greenwood et al., 1988</xref>), where the income effect is eliminated. At the same time, the demographic block in the model is relatively simple: it is populated by 80 overlapping generations living from 20 to 100 years. Simulations show that raising the statutory retirement age within the pay-as-you-go pension system has a positive effect on welfare, but in the case of the <abbrev xlink:title="elasticity of substitution">CES</abbrev> utility function it has little effect on labor supply and GDP.</p>
      <p><xref ref-type="bibr" rid="B6">Börsch-Supan (2000)</xref> uses a multiregional <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model to assess the influence of demographic trends on economic development globally, and in Germany in particular. An aging population will induce capital accumulation; hence, the demand for labor will increase. By creating incentives to work, raising the statutory retirement age will increase long-term consumption by 7% after reducing total consumption for the 20 years following the reform. However, the macroeconomic effect of the reform may be less pronounced owing to the openness of the German economy.</p>
      <p>A model with 80 overlapping generations and three skill levels (<xref ref-type="bibr" rid="B8">Fehr et al., 2012</xref>) for Germany is calibrated against official demographic forecasts and fiscal data on income taxes, personal income taxes, and consumption taxes; the funded pension system is modeled in a separate block. The endogeneity of labor supply is ensured by a <abbrev xlink:title="elasticity of substitution">CES</abbrev> utility function. The results indicate a limited influence of raising the statutory retirement age on GDP, but show that the reform helps balance the pension system.</p>
      <p>A more efficient way to foster economic growth is the capitalization of the pension system (a transition to a private pension system), implying the transfer of funds from the state pension fund to private investment funds that invest in global financial market indices. Its effectiveness is confirmed in a 6-region general equilibrium <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model with complete capital mobility (<xref ref-type="bibr" rid="B3">Benzell et al., 2015</xref>). As in the previous paper, the authors identify several types of taxes and assume that the consumption tax is endogenous and ensures a long-term budget balance. Demographic parameters are calibrated to UN projections up to 2100. A notable extension is the modeling of cash flows from fossil fuels, which gradually decline as extraction costs rise and profitable deposits are depleted. In addition to the oil sector, the model includes one production sector and a single commodity.</p>
      <p>An extension of this model (<xref ref-type="bibr" rid="B23">Zubarev and Nesterova, 2019</xref>) uses a global 17-regional­ general equilibrium model with 100 overlapping generations. The ­authors conclude that raising the statutory retirement age in Russia by 5 years results in a very slight increase in labor supply and GDP; however, fiscal sustainability improves significantly. <xref ref-type="bibr" rid="B12">Ivanova et al. (2017)</xref> obtain an estimate of the impact of raising the statutory retirement age on GDP growth similar to that in <xref ref-type="bibr" rid="B23">Zubarev and Nesterova (2019)</xref>, at 0.3–0.5 percentage points (<abbrev xlink:title="percentage points">pp</abbrev>) annually. <xref ref-type="bibr" rid="B1">Akindinova et al. (2017)</xref> show the effect of raising the statutory retirement age in Russia to 63 years to be insignificant.</p>
      <p><xref ref-type="bibr" rid="B7">Cao and Tang (2021)</xref> investigate the impact of raising the statutory retirement age on high- and low-income households within China. Utilizing a general equilibrium <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model, they find that this reform significantly boosts aggregate consumption. Similar conclusions were reached by <xref ref-type="bibr" rid="B17">Mattayaphutron et al. (2021)</xref> for Thailand, based on a stochastic general equilibrium <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model with a funded pension system.</p>
      <p>Similarly, <xref ref-type="bibr" rid="B15">Makarski and Tyrowicz (2019)</xref> build a general equilibrium <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model to estimate the welfare effect of raising the statutory retirement age under pay-as-you-go and funded pension systems. The authors conclude that the type of pension system has little bearing on the effect of changes in the statutory retirement age.</p>
      <p>Thus, we identify several factors determining the short- and long-term effectiveness of pension reform, including labor supply elasticity among pre-retirees and the remaining workforce, saving propensity, capital mobility, potential capital market frictions, and fiscal pressures, such as the future oil revenues depletion and continued population aging. The aforementioned general equilibrium <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> models account for some specific factors in the analysis of pension reform, such as frictions in the labor market, human capital accumulation, capital mobility in the global economy, etc. However, only a few studies compare the results ­obtained with different types of households’ utility functions. Most of them assume fixed birth and death rates, which are inconsistent with the population dynamics predicted by the UN. Apart from <xref ref-type="bibr" rid="B8">Fehr et al. (2012)</xref>, all the afore mentioned models presume that, upon reaching the statutory retirement age, individuals leave the labor market. Akin to <xref ref-type="bibr" rid="B16">Martyanova and Polbin (2023)</xref>, our model consists of three production segments: export-oriented, domestically oriented, and oil sector­. Its demographic data are calibrated to UN projections up to 2100. It also accounts for investment adjustment costs, the presence of individuals of statutory retirement age who are present in the labor force, and real-data differences in the behavior of men and women in the labor market. The long-term projections of the model follow alternative paths for external conditions, such as oil prices. As a r obustness check, we consider settings with elastic and inelastic labor supply.</p>
    </sec>
    <sec sec-type="3. Model" id="sec3">
      <title>3. Model</title>
      <p>The principal block of our <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model, which allows us to assess the effect of pension reform on the economy, is the demographic component, which closely reproduces the dynamics of the total population and its age structure as projected by the UN. Fig. <xref ref-type="fig" rid="F1">1</xref> shows the rise in the statutory retirement age by year of birth under the reform. Long-term demographic dynamics are determined by the UN forecast up to 2100. It is assumed that after 2100 demographic rates are fixed, and thus the total population growth rate and demographic structure become constant. We consider three UN scenarios: median population growth rates (median birth rate, median death rate) as the baseline, and low-fertility and high-fertility scenarios­. The scenarios differ only in the fertility assumptions: the medium variant uses the average of thousands of possible future fertility trajectories generated by a Bayesian hierarchical model; the high-fertility scenario assumes fertility rates are 0.5 births per woman higher than the medium variant, and the low-fertility scenario assumes rates are 0.5 births lower. In all cases, mortality, sex ratio at birth, and migration assumptions remain constant across scenarios.<xref ref-type="fn" rid="en1">1</xref></p>
      <fig id="F1">
        <object-id content-type="arpha">9D9FE628-ABE4-551A-8267-C33B8F570B3A</object-id>
        <label>Fig. 1.</label>
        <caption>
          <p>Change in statutory retirement age in Russia.</p>
          <p><italic>Source</italic>: Compiled by the authors based on Russian Federal Law No. 350-FZ dated October 3, 2018.</p>
        </caption>
        <graphic xlink:href="rujec-12-e118859-g001.jpg" id="oo_1703210.jpg">
          <uri content-type="original_file">https://binary.pensoft.net/fig/1703210</uri>
        </graphic>
      </fig>
      <p>The main features of the scenarios are presented in Fig. <xref ref-type="fig" rid="F2">2</xref>. Demographic projections include age cohorts from 0 to 100 years old. Because only adults (21 to 100 years old) consume, save, and participate in the labor market, the number of generations in the model is set to 80.</p>
      <fig id="F2">
        <object-id content-type="arpha">CFBB5C2B-7E86-54F5-8701-AFA856EE6318</object-id>
        <label>Fig. 2.</label>
        <caption>
          <p>Russian demographics.</p>
          <p><italic>Source</italic>: United Nations, World Population Prospects.</p>
        </caption>
        <graphic xlink:href="rujec-12-e118859-g002.jpg" id="oo_1703211.jpg">
          <uri content-type="original_file">https://binary.pensoft.net/fig/1703211</uri>
        </graphic>
      </fig>
      <p>According to UN demographic forecasts, the population of Russia will decline for approximately 50 years from 2018, regardless of the scenario. Only in the high-fertility scenario will the population of Russia grow by 2100 compared to 2018. The population decline will be accompanied by an increased burden on the budget and younger generations due to structural demographic changes. The number of people of non-working age (65+ for men and 60+ for women) per worker will increase in all scenarios, but to varying degrees (see Fig. <xref ref-type="fig" rid="F2">2</xref>).</p>
      <sec sec-type="3.1. Household behavior" id="sec4">
        <title>
          <italic>3.1. Household behavior</italic>
        </title>
        <p>We consider two forms of the individual’s utility function. One version assumes that labor supply is elastic, while the other suggests it is inelastic. Furthermore, for both forms, the potential amount of “effective” labor that an individual can supply varies with their labor productivity, which is determined by their age and sex. In the case of elastic labor, an individual of gender <italic>s</italic> ∈ {<italic>f</italic>, <italic>m</italic>} has preferences given by the utility function <italic>u</italic>(<italic>c<sub>t,j,s</sub></italic>, <italic>n<sub>t,j,s</sub></italic>):</p>
        <p><mml:math id="M1"><mml:mi>u</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mi>log</mml:mi><mml:mo>⁡</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>−</mml:mo><mml:mfrac><mml:mi>v</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ψ</mml:mi></mml:mrow></mml:mfrac><mml:msubsup><mml:mi>n</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ψ</mml:mi></mml:mrow></mml:msubsup></mml:math>, (1)</p>
        <p>where <italic>c<sub>t,j,s</sub></italic> is consumption of an individual of gender <italic>s</italic> at age <italic>j</italic> in period <italic>t</italic>; <italic>n<sub>t,j,s</sub></italic> is labor hours of an individual of gender <italic>s</italic> at age <italic>j</italic> in period <italic>t</italic>; <italic>ψ</italic> is the inverse of the Frisch elasticity of labor supply; <italic>υ</italic> is the normalization parameter.</p>
        <p>In the dynamic <abbrev xlink:title="overlapping gene­rations">OLG</abbrev> model, the individual’s problem is solved in two steps. First, each individual identified by sex <italic>s</italic>, cohort birth year <italic>t</italic><sub>0</sub>, and age <italic>j</italic> = 1, ..., <italic>J</italic> at calendar year <italic>t = t</italic><sub>0</sub> + <italic>j</italic> – 1 chooses consumption (<italic>c<sub>t,j,s</sub></italic>), labor supply (<italic>n<sub>t,j,s</sub></italic>) and savings for each actual retirement age <italic>π</italic> to maximize expected lifetime utility <italic>U<sup>π</sup><sub>t</sub></italic><sub>0,<italic>s</italic></sub>:</p>
        <p><mml:math id="M2"><mml:mtable displaystyle="true" columnalign="right left" columnspacing="0em" rowspacing="3pt"><mml:mtr><mml:mtd><mml:msubsup><mml:mi>U</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mi>π</mml:mi></mml:msubsup></mml:mtd><mml:mtd><mml:mi/><mml:mo>=</mml:mo><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>π</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:munderover><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mi>β</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mrow><mml:mo>[</mml:mo><mml:mi>log</mml:mi><mml:mo>⁡</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>−</mml:mo><mml:mfrac><mml:mi>v</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ψ</mml:mi></mml:mrow></mml:mfrac><mml:msubsup><mml:mi>n</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>ψ</mml:mi></mml:mrow></mml:msubsup><mml:mo>]</mml:mo></mml:mrow><mml:mo>+</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mi/><mml:mo>+</mml:mo><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mi>π</mml:mi></mml:mrow><mml:mi>J</mml:mi></mml:munderover><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mi>β</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mi>log</mml:mi><mml:mo>⁡</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math>, (2)</p>
        <p>where <italic>β</italic> is the discount factor; <italic>P<sub>t,j,s</sub></italic> is the population size of gender <italic>s</italic> of age-<italic>j</italic> agents born at time <italic>t</italic><sub>0</sub>; <italic>π</italic> is the endogenously chosen actual retirement age.</p>
        <p>The i n dividual supplies labor and receives wage income starting from labor market entry up to the statutory retirement age, at which point a person begins receiving pension payments. After reaching the statutory retirement age, the individual may continue working, simultaneously receiving both wages and pension benefits. Upon reaching the actual retirement age <italic>π</italic>, the individual ceases working and receives only pension income. Throughout both stages of life — before and after actual retirement — the individual also receives lump-sum transfers from the government and interest income from accumulated assets. Thus, the budget constraint takes the form:</p>
        <p><mml:math id="M3"><mml:mrow><mml:mo>{</mml:mo><mml:mtable columnalign="left" columnspacing="1em" rowspacing="4pt"><mml:mtr><mml:mtd><mml:msub><mml:mi>a</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msubsup><mml:mi>τ</mml:mi><mml:mi>t</mml:mi><mml:mrow><mml:mi>V</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:msubsup><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msubsup><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mstyle scriptlevel="0"><mml:mspace width="1em"/></mml:mstyle><mml:mo>=</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:msubsup><mml:mi>τ</mml:mi><mml:mi>t</mml:mi><mml:mo>∗</mml:mo></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:msub><mml:mi>Z</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>n</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>t</mml:mi><mml:msub><mml:mi>r</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mstyle scriptlevel="0"><mml:mspace width="1em"/></mml:mstyle><mml:mi>j</mml:mi><mml:mo>&lt;</mml:mo><mml:mi>π</mml:mi><mml:mo>,</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msub><mml:mi>a</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msubsup><mml:mi>τ</mml:mi><mml:mi>t</mml:mi><mml:mrow><mml:mi>V</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:msubsup><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msubsup><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mi>t</mml:mi><mml:msub><mml:mi>r</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mstyle scriptlevel="0"><mml:mspace width="1em"/></mml:mstyle><mml:mi>j</mml:mi><mml:mo>≥</mml:mo><mml:mi>π</mml:mi><mml:mo>,</mml:mo></mml:mtd></mml:mtr></mml:mtable><mml:mo fence="true" stretchy="true" symmetric="true"/></mml:mrow></mml:math>	(3)</p>
        <p>where <italic>τ<sub>t</sub><sup>VA</sup></italic> is the value added tax rate in period <italic>t</italic>; <italic>p<sub>t</sub><sup>c</sup></italic> is the price of consumer goods at period <italic>t</italic>; <italic>a<sub>t,j,s</sub></italic> is assets of age-<italic>j</italic> agents of sex <italic>s</italic> in period <italic>t</italic>; <italic>rt</italic> is the world interest rate; <italic>τ<sub>t</sub><sup>w</sup></italic> is the labor income tax rate; <italic>Z<sub>t,j,s</sub></italic> is labor productivity of an individual of sex <italic>s</italic> from generation <italic>j</italic> in period <italic>t</italic>; <italic>w<sub>t</sub></italic> is wage at period <italic>t</italic>; <italic>tr<sub>t</sub></italic> is the net lump-sum transfer received by an individual from the government; <italic>b<sub>t,j,s</sub></italic> is the pension payment (= 0 if the individual has not met the requirements for a pension; &gt; 0 otherwise). Moreover, the individual may decide to leave the labor market before reaching the statutory retirement age, in which case the individual will not receive pension payments until reaching the statutory retirement age.</p>
        <p>Second, decisions on the optimal retirement age are made by evaluating the consumption equivalent variation (<abbrev xlink:title="consumption equivalent variation">CEV</abbrev>), which measures the utility gain from retiring in the current versus the following period (4):</p>
        <p><mml:math id="M4"><mml:mi>C</mml:mi><mml:mi>E</mml:mi><mml:msubsup><mml:mi>V</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mi>π</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mi>exp</mml:mi><mml:mo>⁡</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:mrow><mml:msubsup><mml:mi>U</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mi>π</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msubsup><mml:mo>−</mml:mo><mml:msubsup><mml:mi>U</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mi>π</mml:mi></mml:msubsup></mml:mrow><mml:mrow><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>J</mml:mi></mml:munderover><mml:msup><mml:mi>β</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>⋅</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mi>j</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mi>j</mml:mi><mml:mo>,</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac><mml:mo>)</mml:mo></mml:mrow></mml:math>, (4)</p>
        <p>where  and are expected utilities with immediate labor market exit and next period labor market exit.</p>
        <p>The model specifies a heterogeneous agent structure: each cohort is charac­terized by a distribution of threshold parameters <italic>λ</italic> reflecting differences in preferences. For each age, we calculate the share of individuals whose threshold <italic>λ</italic><sup>*</sup> exceeds the corresponding <abbrev xlink:title="consumption equivalent variation">CEV</abbrev>, and therefore opts for actual retirement at that age. The cumulative distribution of retirements is described by a monotonic function <italic>G<sub>j,t</sub></italic>, with increments <italic>G<sub>j,t</sub></italic> – <italic>G<sub>j –</sub></italic><sub>1,<italic>t</italic></sub> representing the fraction retiring at each age in period <italic>t</italic>. This specification yields a flexible age profile of actual retirement that responds dynamically to economic, policy, and demographic shifts.</p>
        <p>Pension payments are determined in accordance with Russian legislation. The minimum insurance period required for entitlement is at least 15 years. According to the Social Fund of Russia,<sup><xref ref-type="fn" rid="en2">2</xref></sup> the number of people who postponed claiming an old-age insurance pension was negligible: 30.5 thousand persons, while 36.702 million­ persons were receiving an old-age insurance pension in the same period; therefore, in the model we assume that individuals start receiving a pension upon attaining the formal retirement age without postponement. The pension in Russia consists of two parts: an individual component and a fixed component. The individual component is calculated based on the amount of insurance contributions paid and the length of the employment record, while the fixed component represents a base payment and accounts for approximately one third of the pension benefit. However, given that we only model productivity heterogeneity by sex and age and consider low- or inelastic labor supply, individual pension differences are limited, and we therefore approximate pensions as equal across agents and starting at the formal retirement age. The pension benefit <italic>b<sub>t,j,s</sub></italic> in the model is set to match the observed aggregate replacement ratio in 2018–2024; for 2025–2026 we allow for increase toward 30% reflecting the restoration of indexation for working pensioners and the two-step indexation mechanism (indexation to inflation followed by an additional indexation conditional on Social Fund of Russia resources).</p>
        <p>In the case of inelastic labor supply, the utility function depends only on consumption:</p>
        <p><italic>u</italic>(<italic>c<sub>t,j</sub></italic>) = log<italic>c<sub>t,j</sub></italic>, (5)</p>
        <p>and individuals supply a fixed amount of labor until the actual retirement age, which is determined endogenously based on evaluating the consumption equivalent variation (4).</p>
      </sec>
      <sec sec-type="3.2. The production sectors" id="sec5">
        <title>
          <italic>3.2. The production sectors</italic>
        </title>
        <p>The Russian economy is modeled as a small open economy implying exogeneity­ of the world interest rate and prices of traded goods. The economy consists of two sectors <italic>S</italic>: domestic-oriented (<italic>N</italic>) and export-oriented (<italic>E</italic>). In addition, we consider the oil and gas sector, which exogenously produces output <italic>O<sub>t</sub></italic> at time <italic>t</italic>, which is sold on the global market at a price of <italic>p<sub>t</sub><sup>O</sup></italic>. The government receives a share of the profits of the oil companies <italic>τ<sub>O</sub></italic><sub>,<italic>t</italic></sub>.</p>
        <p>Private final demand, which consists of household consumption and ­investment, is composed of domestically produced goods of the domestic-market-oriented sector and imported goods, as follows:</p>
        <p><mml:math id="M5"><mml:msub><mml:mi>D</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:msub><mml:mi>M</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mi>ω</mml:mi></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mi>ω</mml:mi></mml:msup><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:mrow><mml:msubsup><mml:mi>Y</mml:mi><mml:mi>t</mml:mi><mml:mi>N</mml:mi></mml:msubsup><mml:mo>−</mml:mo><mml:mi>G</mml:mi><mml:msub><mml:mi>P</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mi>ω</mml:mi></mml:mrow></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mi>ω</mml:mi></mml:mrow></mml:msup></mml:math>, (6)</p>
        <p>where <italic>D<sub>t</sub></italic> is private demand for final goods; <italic>M<sub>t</sub></italic> is imports; <italic>Y<sub>t</sub><sup>N</sup></italic> is output of the domestically oriented sector; <italic>GP<sub>t</sub></italic> is government purchases (assumed to be used only to purchase goods of the domestically oriented sector), <italic>ω</italic> is the share of imports in final private consumption.</p>
        <p>The price of the final good <italic>p<sub>t</sub><sup>c</sup></italic> is determined as follows:</p>
        <p><italic>p<sub>t</sub><sup>c</sup></italic> = (<italic>p<sub>t</sub><sup>M</sup></italic> )<italic><sup>ω</sup></italic>(<italic>p<sub>t</sub><sup>N</sup></italic> )<sup>1– <italic>ω</italic></sup>, (7)</p>
        <p>where <italic>p<sub>t</sub><sup>M</sup></italic> is the price of imported goods; <italic>p<sub>t</sub><sup>N</sup></italic> is the price of domestic goods. The demand for domestically produced goods of the domestically oriented sector is:</p>
        <p><mml:math id="M6"><mml:msubsup><mml:mi>Y</mml:mi><mml:mi>t</mml:mi><mml:mi>N</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mi>G</mml:mi><mml:msub><mml:mi>P</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mi>ω</mml:mi><mml:mo>)</mml:mo><mml:mfrac><mml:mrow><mml:msubsup><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msubsup><mml:msub><mml:mi>D</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow><mml:msubsup><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>N</mml:mi></mml:msubsup></mml:mfrac></mml:math>. (8)</p>
        <p>And the demand for imports is given as:</p>
        <p><mml:math id="M7"><mml:msub><mml:mi>M</mml:mi><mml:mi>t</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi>ω</mml:mi><mml:mfrac><mml:mrow><mml:msubsup><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>c</mml:mi></mml:msubsup><mml:msub><mml:mi>D</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow><mml:msubsup><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>M</mml:mi></mml:msubsup></mml:mfrac></mml:math>, (9)</p>
        <p>The production function of a firm in each sector <italic>S</italic> (<italic>S</italic> ∈ {<italic>E</italic>, <italic>N</italic>}) has the Cobb–Douglas form:</p>
        <p><italic>Y<sub>t</sub><sup>S</sup></italic> = (<italic>K<sub>t</sub><sup>S</sup></italic> )<italic><sup>α</sup></italic>(<italic>A<sub>t</sub><sup>S</sup> L<sub>t</sub><sup>S</sup></italic>)<sup>1– <italic>α</italic></sup>, (10)</p>
        <p>where <italic>Y<sub>t</sub><sup>S</sup></italic> is output in sector <italic>S</italic> in period <italic>t</italic>; <italic>K<sub>t</sub><sup>S</sup></italic> is capital in sector <italic>S</italic> in period <italic>t</italic>; <italic>A<sub>t</sub><sup>S</sup></italic> is productivity in sector <italic>S</italic> in period <italic>t</italic>; <italic>L<sub>t</sub><sup>S</sup></italic> is labor in sector <italic>S</italic> in period <italic>t</italic>; <italic>α</italic> is elasticity of output to capital.</p>
        <p>A firm maximizes the present value of its cash flow:</p>
        <p><mml:math id="M8"><mml:mtable displaystyle="true" columnalign="right left" columnspacing="0em" rowspacing="3pt"><mml:mtr><mml:mtd><mml:munder><mml:mo>max</mml:mo><mml:mrow><mml:msubsup><mml:mi>L</mml:mi><mml:mi>t</mml:mi><mml:mi>S</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:msubsup><mml:mi>I</mml:mi><mml:mi>t</mml:mi><mml:mi>S</mml:mi></mml:msubsup><mml:mo>,</mml:mo><mml:msubsup><mml:mi>K</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>S</mml:mi></mml:msubsup></mml:mrow></mml:munder></mml:mtd><mml:mtd><mml:mi/><mml:munderover><mml:mo>∑</mml:mo><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mrow><mml:mi>∞</mml:mi></mml:mrow></mml:munderover><mml:mrow><mml:mo>(</mml:mo><mml:munderover><mml:mo>∏</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mi>m</mml:mi></mml:munderover><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>[</mml:mo><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:msubsup><mml:mi>τ</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mi>P</mml:mi><mml:mi>R</mml:mi></mml:mrow></mml:msubsup><mml:mo>)</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msubsup><mml:mi>p</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msubsup><mml:mi>K</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mi>α</mml:mi></mml:msup><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msubsup><mml:mi>A</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:msubsup><mml:mi>L</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mi>α</mml:mi></mml:mrow></mml:msup><mml:mo>−</mml:mo><mml:mo fence="true" stretchy="true" symmetric="true"/></mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"/></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mo>−</mml:mo></mml:mtd><mml:mtd><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"/><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"/><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msubsup><mml:mi>τ</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow></mml:msub><mml:msubsup><mml:mi>L</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msubsup><mml:mi>τ</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mi>P</mml:mi><mml:mi>R</mml:mi></mml:mrow></mml:msubsup><mml:mi>δ</mml:mi><mml:msubsup><mml:mi>p</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>c</mml:mi></mml:msubsup><mml:msubsup><mml:mi>K</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>−</mml:mo><mml:msubsup><mml:mi>p</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>c</mml:mi></mml:msubsup><mml:msubsup><mml:mi>I</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>m</mml:mi></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>]</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mtd></mml:mtr></mml:mtable></mml:math> (11)</p>
        <p>where <italic>τ<sub>t</sub><sup>PR</sup></italic> is the corporate income tax rate; <italic>I<sup>S</sup><sub>t</sub></italic> is investments in sector <italic>S</italic>; <italic>w<sub>t</sub></italic> is wages, <italic>δ</italic> is the depreciation rate.</p>
        <p>Capital accumulation is given as follows:</p>
        <p><mml:math id="M9"><mml:msubsup><mml:mi>K</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mi>δ</mml:mi><mml:mo>)</mml:mo><mml:msubsup><mml:mi>K</mml:mi><mml:mi>t</mml:mi><mml:mi>S</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>I</mml:mi><mml:mi>t</mml:mi><mml:mi>S</mml:mi></mml:msubsup><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mfrac><mml:mi>φ</mml:mi><mml:mn>2</mml:mn></mml:mfrac><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:msubsup><mml:mi>I</mml:mi><mml:mi>t</mml:mi><mml:mi>S</mml:mi></mml:msubsup><mml:msubsup><mml:mi>I</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mi>S</mml:mi></mml:msubsup></mml:mfrac><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math>, (12)</p>
        <p>where <italic>φ</italic> is a parameter of investment adjustment costs.</p>
        <p>For simplicity, the production function of the oil and gas export sector takes the form of a Leontief function, which allows the output level in this sector to be set exogenously:</p>
        <p><italic>Y<sub>t</sub><sup>O</sup></italic> = min{<italic>φ</italic><sub>1</sub><italic>L<sub>t</sub>°</italic>, <italic>φ</italic><sub>2</sub><italic>K<sub>t</sub>°</italic>}. (13)</p>
      </sec>
      <sec sec-type="3.3. The government" id="sec6">
        <title>
          <italic>3.3. The government</italic>
        </title>
        <p>The government raises revenue from the labor tax (<italic>τ<sub>t</sub><sup>w</sup></italic>), social security contributions (<italic>τ<sub>t</sub><sup>f</sup></italic>), value added tax (<italic>τ<sub>t</sub><sup>VA</sup></italic>), corporate income tax (<italic>τ<sub>t</sub><sup>PR</sup></italic>), and oil and gas industry tax (<italic>τ<sub>t</sub><sup>O</sup></italic>) and spends it on government purchases (<italic>GP<sub>t</sub></italic>), pensions (<italic>B<sub>t</sub></italic>) and transfers (<italic>TR<sub>t</sub></italic>) to the population and the interest on public debt (<italic>Debt<sub>t</sub></italic>). The govern­ment budget constraint may be written as:</p>
        <p><italic>Debt<sub>t +</sub></italic><sub>1</sub> = (1 + <italic>r<sub>t</sub></italic> )<italic>Debt<sub>t</sub></italic> + <italic>p<sub>t</sub><sup>N</sup> GP<sub>t</sub></italic> + <italic>TR<sub>t</sub></italic> + <italic>B<sub>t</sub></italic> – <italic>T<sub>t</sub><sup>VA</sup></italic> – <italic>T<sub>t</sub><sup>w</sup></italic> – <italic>T<sub>t</sub><sup>f</sup></italic> – <italic>T<sub>t</sub><sup>O</sup></italic> –</p>
        <p>– <italic>τ<sub>t</sub><sup>PR</sup></italic> (<italic>p<sub>t</sub><sup>N</sup> Y<sub>t</sub><sup>N</sup></italic> – (1 + <italic>τ<sub>t</sub><sup>f</sup></italic>)<italic>w<sub>t</sub> L<sub>t</sub><sup>N</sup></italic> ) + <italic>τ<sub>t</sub><sup>PR</sup> δ p<sub>t</sub><sup>I</sup> K<sub>t</sub><sup>N</sup></italic> –</p>
        <p>– <italic>τ<sub>t</sub><sup>PR</sup></italic>(<italic>p<sub>t</sub><sup>E</sup> Y<sub>t</sub><sup>E</sup></italic> – (1 + <italic>τ<sub>t</sub><sup>f</sup></italic>)<italic>w<sub>t</sub> L<sub>t</sub><sup>E</sup></italic> ) + <italic>τ<sub>t</sub><sup>PR</sup> δ p<sub>t</sub><sup>I</sup> K<sub>t</sub><sup>E</sup></italic>, (14)</p>
        <p>where <italic>T<sub>t</sub><sup>VA</sup></italic>, <italic>T<sub>t</sub><sup>w</sup></italic>, <italic>T<sub>t</sub><sup>f</sup></italic>, <italic>T<sub>t</sub><sup>O</sup></italic> are tax revenues from <abbrev xlink:title="value-added tax">VAT</abbrev>, labor income tax, social contri­butions, and mineral extraction tax.</p>
        <p>Debt cannot grow indefinitely: if the debt-to-GDP ratio deviates from the target level, the government is forced to increase taxes in the next period. In the model, the value-added tax is endogenous; hence, the government’s response function to an increase in the debt-to-GDP ratio can be written as:</p>
        <p><mml:math id="M10"><mml:msubsup><mml:mi>τ</mml:mi><mml:mi>t</mml:mi><mml:mrow><mml:mi>V</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msubsup><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>−</mml:mo><mml:mi>ρ</mml:mi><mml:mo>)</mml:mo><mml:msup><mml:mrow><mml:mover><mml:mi>τ</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mi>V</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mi>ρ</mml:mi><mml:msubsup><mml:mi>τ</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>V</mml:mi><mml:mi>A</mml:mi></mml:mrow></mml:msubsup><mml:mo>+</mml:mo><mml:mi>ξ</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:mrow><mml:mi>D</mml:mi><mml:mi>e</mml:mi><mml:mi>b</mml:mi><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mi>G</mml:mi><mml:mi>D</mml:mi><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mo>−</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac><mml:mo>−</mml:mo><mml:mrow><mml:mover><mml:mi>d</mml:mi><mml:mo>¯</mml:mo></mml:mover></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>, (15)</p>
        <p>where <italic>τ <sup>̅ VA</sup></italic> is the target tax rate; <italic>ξ</italic> is the sensitivity of tax policy to the deviation of debt from the target value; <italic>d<sup>̅</sup></italic>  is the target debt-to-GDP ratio.</p>
      </sec>
      <sec sec-type="3.4. Calibrating the model" id="sec7">
        <title>
          <italic>3.4. Calibrating the model</italic>
        </title>
        <p>The model is calibrated to 2018, the year the pension reform was announced. The minimum age of entry into the labor market is assumed to be 21; before that, agents are supported by their parents and neither work nor save. An individual’s labor productivity is specified as a second-degree polynomial in age and sex:</p>
        <p>log <italic>Z<sub>j,s</sub></italic> = <italic>k<sub>s,</sub></italic><sub>2</sub><italic>j</italic><sup>2</sup> + <italic>k<sub>s,</sub></italic><sub>1</sub><italic>j</italic> + <italic>k<sub>s,</sub></italic><sub>0</sub>, (16)</p>
        <p>where <italic>j</italic> is the age of the agent, the coefficients of the equation are taken from (<xref ref-type="bibr" rid="B22">Zamnius et al., 2023</xref>): <italic>k<sub>m,</sub></italic><sub>2</sub> = –0.00036, <italic>k<sub>m,</sub></italic><sub>1</sub> = 0.025, <italic>k<sub>f,</sub></italic><sub>2</sub> = –0.00043, <italic>k<sub>f,</sub></italic><sub>1</sub> = 0.039. To account for differences in wages between men and women, the coefficients <italic>k<sub>m,</sub></italic><sub>0</sub>, <italic>k<sub>f,</sub></italic><sub>0</sub> were chosen so that the model reproduces the ratio of average wages of men and women at age 25.</p>
        <p>In the model with inelastic labor, labor supply is normalized to 1. In the model with elastic labor the labor supply elasticity is 1/<italic>ψ</italic> = 0.2. The discount factor <italic>β</italic> is 0.965.</p>
        <p>The distribution of heterogeneous retirement thresholds (<italic>λ</italic>) across agents is modeled using a lognormal distribution, with parameters chosen so that the bulk of agents’ optimal actual retirement matches observed actual retirement ages — 60.2 for women and 62.4 for men in 2019 (<xref ref-type="bibr" rid="B13">Lyashok and Varshavskaya, 2022</xref>).</p>
        <p>The global market prices (prices for imported goods <italic>p<sub>t</sub><sup>M</sup></italic> and prices for exported goods <italic>p<sub>t</sub><sup>E</sup></italic>) are fixed and equal to 1. The world interest rate <italic>r</italic> is equal to 0.02. The oil price <italic>p<sub>t</sub><sup>O</sup></italic> is scaled to 1 at the initial year and then changes exogenously. Three oil price scenarios are based on the U.S. Energy Information Administration forecasts (Fig. <xref ref-type="fig" rid="F3">3</xref>).<sup><xref ref-type="fn" rid="en3">3</xref></sup> Historically until 2022 prices for Russian oil (Urals) were on average 2.0% below Brent. However, after 2022, the Urals price was significantly lower than the Brent price. We assume that this negative shock is short-term. In 2024, the Urals price was trading at a discount of 10%. We assume that by 2028, the impact of the negative shock will become negligible and Urals oil will trade at a discount of 2% in the long term.</p>
        <fig id="F3">
          <object-id content-type="arpha">10C5E30A-BBEB-52AC-8360-15AE113486D4</object-id>
          <label>Fig. 3.</label>
          <caption>
            <p>Oil price projections (USD 2018).</p>
            <p><italic>Source</italic>: U.S. Energy Information Administration.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g003.jpg" id="oo_1703212.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703212</uri>
          </graphic>
        </fig>
        <p>According to the Federal Customs Service, fuel and energy products accounted­ for 62.1% of Russian exports in 2019 and 49.6% in 2020. Given the new economic conditions that emerged after February 2022, we assume that fuel and energy exports in the model account for half of total exports.</p>
        <p>Accordingly, the share of the oil and gas export sector is about 15% of GDP. Parameters <italic>φ</italic><sub>1</sub>, <italic>φ</italic><sub>2</sub> from the production function of the oil and gas sector are selected to target the share of investments in the oil and gas sector — 12% and the share of the oil and gas sector wage fund in the total wage fund — 5% (<xref ref-type="bibr" rid="B16">Martyanova and Polbin, 2023</xref>). In our simulations, we will assume a scenario in which the level of oil and gas production does not change, and only energy prices change. That is, output in the export oil and gas sector <italic>Y<sub>t</sub><sup>O</sup></italic> is fixed at the 2018 level. As a result, in a growing economy, this modeling assumption implies that the share of oil and gas revenues in the government budget will gradually decline over time, reflecting the increasing contribution of non-resource sectors to GDP and government revenues.</p>
        <p>The productivity in both sectors of the economy <italic>A<sub>t</sub><sup>S</sup></italic> is set exo­genously to 1.0 for the initial year. Furthermore, we assume that this parameter, representing labor productivity, grows at a rate of 2%.</p>
        <p>The share of imported goods in the production of final consumption goods <italic>ω</italic> corresponds to the ratio of imports to GDP in the initial year and equals 21% according to Rosstat. The elasticity coefficient of the production function with respect to capital <italic>α</italic> equals 0.33. The investment adjustment costs parameter <italic>φ</italic> is 1.2 (<xref ref-type="bibr" rid="B18">Polbin, 2013</xref>). The depreciation rate <italic>δ</italic> is 0.06.</p>
        <p>Items of the government budget are calibrated as follows. The average pension replacement rate in 2018 was 0.33. Rates for corporate tax, labor income tax, value added tax, social security contributions are calibrated at the values: <italic>τ<sub>t</sub><sup>PR</sup></italic> = 20%, <italic>τ<sub>t</sub><sup>w</sup></italic> = 13%, <italic>τ<sub>t</sub><sup>VA</sup></italic> = 20%, <italic>τ<sub>t</sub><sup>f</sup></italic>= 30%. Note that in the model, consumer investment income is not taxed. This simplification is due to the non-linearity of personal income tax calculations, which stems from a non-taxable threshold. The target debt‑to-GDP ratio (<italic>d<sup>̅</sup></italic>  ) was assumed to be 0.1. The value of the lagged variable <italic>ρ</italic> is set at 0.8, and the value of the variable <italic>ξ</italic> is set at 1.2.</p>
        <p>In general, the values of the model parameters were selected to reproduce the key economic indicators of Russia in 2018 (Table 1).</p>
      </sec>
    </sec>
    <sec sec-type="4. Results" id="sec8">
      <title>4. Results</title>
      <sec sec-type="4.1. Pension reform scenario" id="sec9">
        <title>
          <italic>4.1. Pension reform scenario</italic>
        </title>
        <p>To estimate the effectiveness of the reform raising the statutory retirement age, we first discuss the baseline scenario, which assumes a medium change in demographics­ and oil prices. First, we compute the values of the endo­genous variables­ assuming that the statutory retirement age has not been increased. Then, we compute the values of the endogenous variables assuming that the statutory retirement age has increased. Finally, we analyze the differences between these estimates to isolate the effect of increasing the statutory retirement age.</p>
        <p>Fig. <xref ref-type="fig" rid="F4">4</xref> illustrates the projected dynamics of the proportion of people of statutory retirement age before the reform (left panel) and the budget-balancing value-added tax (<abbrev xlink:title="value-added tax">VAT</abbrev>) rate (right panel) for three demographic scenarios: median, low fertility, and high fertility.</p>
        <fig id="F4">
          <object-id content-type="arpha">BB781994-A2EC-5576-AF05-29636717E974</object-id>
          <label>Fig. 4.</label>
          <caption>
            <p>Proportion of people of statutory retirement age (left panel) and the budget-balancing value-added tax (<abbrev xlink:title="value-added tax">VAT</abbrev>) rate (right panel). </p>
            <p><italic>Note</italic>: We consider the population aged 21 to 100 years. Therefore, the graph also shows the ratio of the number of elderly people to the population aged 21–100 years. <italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g004.jpg" id="oo_1703213.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703213</uri>
          </graphic>
        </fig>
        <p>The left panel shows that, regardless of fertility assumptions, the share of the population at statutory retirement age will increase substantially in the coming decades. Under the medium variant, this fraction rises from approximately 0.34 in 2019 to nearly 0.44 by the late 2040s. This demographic shift entails higher expenditures on pension benefits and intensifies fiscal pressure on the pension system.</p>
        <p>The right panel indicates that, as the demographic burden grows, the <abbrev xlink:title="value-added tax">VAT</abbrev> rate required to balance the government budget must also be risen markedly. Specifically, under the low fertility scenario, the <abbrev xlink:title="value-added tax">VAT</abbrev> rate approaches 0.27 by 2050, compared with about 0.24 under high fertility. The medium variant requires­ a <abbrev xlink:title="value-added tax">VAT</abbrev> rate of roughly 0.26 in the same period. The <abbrev xlink:title="value-added tax">VAT</abbrev> adjustment reflects the need to finance expanding pension outlays and maintaining fiscal sustainability as the ratio of retirees to the working-age population rises.</p>
        <p>These results demonstrate that the policy reform enacted in Russia in 2018 — raising the statutory retirement age — can be justified as a response to anticipated demographic challenges. The greatest demographic and fiscal strain is projected to occur around 2050, when pension expenditures peak and the <abbrev xlink:title="value-added tax">VAT</abbrev> rate must be set at a level of about 0.26 absent further reforms or alternative financing measures.</p>
        <p>The seemingly divergent dynamics of the share of people at statutory retirement age and the budget-balancing <abbrev xlink:title="value-added tax">VAT</abbrev> rate arise from the model’s fiscal block rather than from demographics alone. In the first half of the century, the rapid increase in the share of retirees indeed worsens the pension system’s implicit ­liabilities, but the government partly absorbs this pressure by allowing public debt to grow and by drawing on still relatively high non-pension revenues. As a result, the <abbrev xlink:title="value-added tax">VAT</abbrev> rate adjusts only moderately during this period.</p>
        <p>In the second half of the century, the share of the elderly stabilizes, but by this time two cumulative effects become crucial. First, the stock of public debt will have already approached its target upper bound, which triggers a much stronger tax response in the government’s feedback rule. Second, the tax base will have shrink due to weaker labor force dynamics and declining resource-based revenues, so that maintaining intertemporal budget balance requires a sharper increase in the <abbrev xlink:title="value-added tax">VAT</abbrev> rate. Thus, the <abbrev xlink:title="value-added tax">VAT</abbrev> “hike” reflects the delayed fiscal reaction to accu­mulated demographic and debt pressures under the assumed policy rule, rather than a one-to-one contemporaneous link with the age structure in any single year.</p>
        <p>To assess the potential impact of raising the statutory retirement age on key economic aggregates, we compare the pension reform scenario with a baseline model with two labor supply specifications: inelastic and elastic. Fig. <xref ref-type="fig" rid="F5">5</xref> presents the dynamics of GDP, aggregated labor, consumption, investment, exports, and government purchases in both cases. Here and hereafter, the dynamics of all macroeconomic variables are considered in real terms (at constant prices).</p>
        <fig id="F5">
          <object-id content-type="arpha">ACF3668C-8105-57D1-96D0-A9D72EA50D1F</object-id>
          <label>Fig. 5.</label>
          <caption>
            <p>Pension reform: aggregate indicators, percentage change relative to the baseline scenario without reform.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g005.jpg" id="oo_1703214.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703214</uri>
          </graphic>
        </fig>
        <p>The GDP and aggregated labor plots show that after the reform, both output and total labor input increase, especially when labor supply is elastic. More people remain in the workforce, boosting employment and economic growth. This effect is particularly visible in the years following the reform, when the lines for the elastic labor scenario are consistently above those for the inelastic one.</p>
        <p>Consumption declines temporarily following the reform, as older workers lose immediate access to pension benefits, reducing their permanent income. However, in the long run, aggregate consumption recovers and even exceeds baseline levels, especially in the elastic labor scenario, though the effect remains relatively modest, fluctuating between 0 and 0.5%.</p>
        <p>Investment and government purchases are higher after the reform, indicating greater economic activity and fiscal stability. The increased labor supply and reduced pension burden allow for stable public spending, even as demographic pressure from an aging population grows. Exports also benefit from increased labor resources, with the elastic labor scenario consistently outperforming the inelastic alternative.</p>
        <p>Overall, the main outcome of the pension reform is a more robust and resilient economy in the face of population aging. By encouraging later retirement and higher employment, the reform alleviates fiscal pressure — especially pension expenditures — and supports stable or rising consumption, investment, and public spending. The scenario with elastic labor supply yields the strongest positive effects, showing that labor market flexibility is central to mitigating demographic and fiscal challenges.</p>
        <p>The refor m increases the average effective retirement age by about one year for women and by around half a year for men. This moderate shift in the effective retirement age is consistent with existing empirical estimates for OECD countries. A number of studies show that an increase in the statutory retirement age leads only to a partial adjustment of the actual retirement age (<xref ref-type="bibr" rid="B19">Turner and Morgavi, 2021</xref>). The reported estimates indicate that, in developed countries, a one-year increase in the statutory retirement age raises the average effective retirement age by approximately 1.1–1.4 months. It should be noted that most of the studies reviewed focused on male labor force participation.</p>
        <p>Statistical data and empirical evidence indicate that the effective retirement age in Russia showed substantial heterogeneity even prior to the pension reform. Some workers exited the labor market before reaching the statutory retirement age, while others continued working beyond it. This is illustrated by Rosstat data on employment rates by age group (Fig. <xref ref-type="fig" rid="F6">6</xref>). For example, prior to the pension reform, in 2018, employment among women aged 50–54 (with the statutory retirement age set at 55 before 2019) stood at approximately 84%, implying that up to 16% of women in this age group were already out of employment. At the same time, employment among men of pre-retirement age stood at 77.7%. The data presented in the figure point to substantial heterogeneity in the effective retirement age and confirm that the formal statutory retirement age did not represent a rigid boundary for labor market participation. It should be noted that the observed decline in labor force participation at pre-retirement ages may be driven not only by individuals’ voluntary decisions to cease working, but also by institutional and demand-side labor market factors. In particular, some workers may exit the labor market as a result of layoffs or job displacement and subsequently face difficulties in finding new employment at older ages. In such cases, the final decision to stop working may be made only after a prolonged period of unsuccessful job search. Distinguishing between voluntary and ­in­voluntary exits from the labor force using aggregated data is challenging and lies beyond the scope of this study; this issue is left for future research.</p>
        <fig id="F6">
          <object-id content-type="arpha">606AE37F-A1AF-5137-9B25-4E3861E069F1</object-id>
          <label>Fig. 6.</label>
          <caption>
            <p>Employment rate by age group.</p>
            <p><italic>Source</italic>: Rosstat.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g006.jpg" id="oo_1703215.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703215</uri>
          </graphic>
        </fig>
        <p>Additional empirical evidence of substantial heterogeneity in retirement ­behavior is provided by <xref ref-type="bibr" rid="B13">Lyashok and Varshavskaya (2022)</xref>. The authors find that the average effective retirement age in 2019 was 62.4 years for men and 60.2 years for women, already exceeding the statutory retirement thresholds in force at that time (60 and 55 years, respectively). Over the period from 2010 to 2019, the average retirement age remained virtually unchanged for men and increased by only 0.7 years for women.</p>
        <p>It is important to emphasize that, as of 2019, the average retirement age varied substantially across Russian regions: in some regions it was below the statutory retirement age, while in others it was comparable to or exceeded the statutory threshold. Since these figures refer to average values, they also imply the presence of within-group variance in actual retirement ages, toward both earlier and later exits from the labor market. This regional variation confirms strong household heterogeneity even under uniform institutional rules.</p>
        <p>Moreover, <xref ref-type="bibr" rid="B13">Lyashok and Varshavskaya (2022)</xref> find that a one-percentage-point increase in the pension-to-wage ratio reduces the average effective retirement age by 0.06 years for women and by 0.04 years for men, pointing to asymmetric behavio­ral responses across genders and differences in sensitivity to financial incentives.</p>
        <p>Taken together, these findings indicate that, in reality, the decision to exit the ­labor market is not a mechanical consequence of reaching the statutory ­retirement age, but is instead determined by individual characteristics, financial incentives, and pre­ferences. To capture these patterns, the paper employs a model with an endogenous­ retirement age choice and heterogeneous preferences. Within the framework of the model’s assumptions, it reproduces the distribution of retirement decisions observed in the data: for some individuals, an increase in the statutory retirement age leads to a rightward shift of the effective retirement age, while for others, pension benefits, as before the reform, do not constitute a decisive incentive to continue working up to the new statutory threshold. Finally, there exists a group of individuals who had already been retiring later than the previous statutory retirement age before the reform and therefore respond only weakly to the change in institutional rules.</p>
      </sec>
      <sec sec-type="4.2. Impact of the pension reform under alternative oil price and demographic scenarios" id="sec10">
        <title>
          <italic>4.2. Impact of the pension reform under alternative oil price and demographic scenarios</italic>
        </title>
        <p>The oil price is normalized to one in the initial year and then evolves exo­genously according to three scenarios based on U.S. Energy Information Administration (<abbrev xlink:title="U.S. Energy Information Administration">EIA</abbrev>) forecasts: baseline (median price), high price, and low price. Historically, the price of Russian Urals oil averaged 2% below Brent prior to 2022, with a temporary shock leading to a 10% discount in 2024. The long-term assumption is stabilization at a 2% discount by 2028.</p>
        <p>Fig. <xref ref-type="fig" rid="F7">7</xref> presents the trajectories of key macroeconomic aggregates — GDP, aggregate labor, consumption, investment, exports, and government purchases — expressed as the ratio of post-reform outcomes to their respective values in the no-reform scenario. Each series corresponds to a distinct oil price assumption (median, high, and low), thereby isolating the effect of the pension reform under identical external price conditions.</p>
        <fig id="F7">
          <object-id content-type="arpha">43A72C8F-09EB-5C67-A2BF-6E3D29FD8161</object-id>
          <label>Fig. 7.</label>
          <caption>
            <p>Impact of the pension reform under alternative oil price scenarios, percentage change relative to the baseline scenario without reform.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g007.jpg" id="oo_1703216.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703216</uri>
          </graphic>
        </fig>
        <p>Under all oil price scenarios, the pension reform yields a stable positive impact on GDP and aggregate labor over the simulation horizon. The effect is particularly pronounced under low and median oil prices, highlighting the role of the reform as a stabilizing mechanism for output and labor supply when external resource revenues are under strain. In these cases, the increase in labor supply driven by delayed retirements translates into sustained GDP growth relative to the baseline.</p>
        <p>In the scenario with persistently high oil prices, the budget-balancing <abbrev xlink:title="value-added tax">VAT</abbrev> rate may fall significantly in the near term, as elevated oil revenues reduce the government’s reliance on broad-based consumption taxation for fiscal stability. A lower <abbrev xlink:title="value-added tax">VAT</abbrev> rate raises the purchasing power of households by reducing the tax-inclusive price of consumer goods, thereby increasing the real return to labor. In our model, this effect is captured through the higher marginal utility of consumption relative to leisure, implying that a decline in the <abbrev xlink:title="value-added tax">VAT</abbrev> rate raises individuals’ incentives to participate and supply more labor. Consequently, the positive effect of pension reform on aggregate indicators is amplified in the initial years following the reform under high oil prices, as reflected by the stronger response in the corresponding trajectories.</p>
        <p>The response of consumption is more muted, with the ratio fluctuating around 0.5% in the long run, regardless of oil prices. Investment and exports exhibit the largest positive deviations from the baseline in scenarios with low or median oil prices, especially during the periods immediately following the reform. This reflects the fiscal relief achieved by postponing pension outlays and the associated reallocation of resources toward capital formation and export-oriented production. Under high oil prices, the relative impact of the reform on these aggregates diminishes, as abundant resource revenues independently support aggregate demand and investment.</p>
        <p>Government purchases, a proxy for the public sector’s capacity to provide goods and services, also tend to rise compared to the no-reform scenario, again most noticeably when oil prices are low or median. This result demonstrates the fiscal space created by reduced pension expenditures, allowing for more robust public spending even in less favorable external environments.</p>
        <p>Importantly, under no scenario does the pension reform lead to a long-term deterioration in any of the reported macroeconomic aggregates. Rather, its impact is countercyclical: it is most beneficial when fiscal conditions are tight and remains at least neutral when resource revenues are buoyant.</p>
        <p>These findings confirm that the pension reform is a genuine and effective stabilization instrument for public finances and overall macroeconomic performance, particularly in the face of adverse external shocks such as prolonged periods of low oil prices. The results underscore the importance of structural demographic measures alongside traditional macro-fiscal policy tools in ensuring the long-term resilience of the Russian economy.</p>
        <p>Fig. <xref ref-type="fig" rid="F8">8</xref> illustrates the joint effect of the statutory r etirement age reform and changes in oil prices, relative to the baseline scenario. The figure presents the dynamics­ of key macroeconomic indicators under scenarios where both the pension reform and alternative oil price trajectories are implemented, expressed as a ratio to the baseline case with the median oil price and no reform. This allows for assessing the combined impact of the reform and external shocks on the main aggregates of the economy.</p>
        <fig id="F8">
          <object-id content-type="arpha">E6DCCC76-5744-5BF5-BA4C-1866C0FE4968</object-id>
          <label>Fig. 8.</label>
          <caption>
            <p>Impact of the statutory retirement age reform and changes in oil prices, percentage change relative to the baseline scenario.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g008.jpg" id="oo_1703217.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703217</uri>
          </graphic>
        </fig>
        <p>Under the high oil price scenario, all major macroeconomic aggregates — GDP, aggregate labor, consumption, investment, and government purchases — display significantly higher values relative to the median scenario. The positive revenue shock from oil stimulates economic activity, increases incomes, and supports stronger public expenditure, resulting in a more robust response to demographic pressures. Importantly, the pension reform amplifies these effects: more people remain in the workforce, and the increase in public revenues helps moderate fiscal adjustment needs. In this scenario, the pronounced decline in real exports is consistent with the symptoms of “Dutch disease,” namely a contraction of the export sector when the economy becomes more dependent on the resource sector.</p>
        <p>In contrast, the low oil price scenario places considerable strain on the economy. GDP and aggregate labor in this case remain below the baseline throughout the projection period, particularly in the years following the negative price shock. Consumption, investment, aggregate labor, and government purchases decline. The pension reform remains beneficial, as it boosts labor supply and alleviates pressure on the pension system; however, these positive effects are insufficient to fully offset the impact of persistently low oil prices. Fiscal challenges intensify, and overall economic performance is notably weaker. Real exports, by contrast, increase in the low oil price scenario: lower domestic absorption and a reallocation of resources away from the domestic sector toward non-resource exports lead to higher export volumes.</p>
        <p>Notably, the reform’s effectiveness is highly sensitive to the prevailing oil price regime. With higher oil prices, the economy enjoys higher output, investment, and public spending, and the reform’s positive effects are amplified. In a persistently adverse external environment, the reform provides fiscal relief but cannot fully counter the macroeconomic drag from lower oil revenues.</p>
        <p>We now consider how the pension reform scenario changes under alternative demographic assumptions. In the high-fertility scenario, higher birth rates increase the size of the working-age population relative to retirees, which alleviates pressure on the pay-as-you-go pension system and reduces the need for additional parametric reforms. By contrast, in the pessimistic low-fertility scenario, persistently low birth rates lead to a contraction of the working-age population and an increase in the old-age dependency ratio, which amplifies fiscal pressure on the pension system and makes the effects of the reform more pronounced.</p>
        <p>Thus, under the high-fertility demographic scenario, the need for reform and, accordingly, its effect are less pronounced. Fig. <xref ref-type="fig" rid="F9">9</xref> presents macroeconomic indicators for the economy facing the pension reform under alternative demographic scenarios. A sharp divergence between the demographic forecasts affects aggregate macroeconomic indicators, such as labor supply and GDP.</p>
        <fig id="F9">
          <object-id content-type="arpha">B7946A72-C297-5DB1-AC36-F42FB177E44A</object-id>
          <label>Fig. 9.</label>
          <caption>
            <p>Macroeconomic dynamics under alternative demographic scenarios, percentage change relative to the medium demographic variant and the average oil price.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g009.jpg" id="oo_1703218.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703218</uri>
          </graphic>
        </fig>
        <p>Conversely, the pessimistic low-fertility scenario results in significant demographic contraction. The population decreases by 23% by 2100, accompanied by a 30% reduction in aggregate labor. These declines translate into lower GDP, consumption, investment, exports, and government finances.</p>
        <p>Fig. <xref ref-type="fig" rid="F10">10</xref> shows that the effect of the pension reform — in terms of its capa­city to improve macroeconomic indicators and reduce the budget-balancing <abbrev xlink:title="value-added tax">VAT</abbrev> rate — is lower in the long run under the high-fertility scenario than under the low‑fertility scenario. This result arises because, although the high-fertility scenario produces a larger population and a growing workforce, these trends mean that the pension system remains more sustainable even without the reform. In other words, when the demographic outlook is favorable, fiscal pressures are already less acute, and raising the statutory retirement age provides less additional relief. By contrast, under low fertility and population aging, the baseline (no-reform) scenario faces severe fiscal strain: the effect of the reform is much stronger, with a larger reduction in the necessary <abbrev xlink:title="value-added tax">VAT</abbrev> rate and more visible improvements in macroeconomic aggregates in the long run.</p>
        <fig id="F10">
          <object-id content-type="arpha">D792C1C7-222B-5AC7-B83F-61FFFA6209AC</object-id>
          <label>Fig. 10.</label>
          <caption>
            <p>The consequences of raising the statutory retirement age under different population structures, percentage change relative to the scenario without reform.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g010.jpg" id="oo_1703219.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703219</uri>
          </graphic>
        </fig>
        <p>Fig. <xref ref-type="fig" rid="F11">11</xref> presents trajectories of the <abbrev xlink:title="value-added tax">VAT</abbrev> rate required to balance­ government budget under alternative demographic scenarios: median, low, and high fertility. Each panel compares two paths: the solid line shows the <abbrev xlink:title="value-added tax">VAT</abbrev> rate that would be required if the pension reform (raising the statutory retirement age) had not been implemented, while the dashed line reflects the <abbrev xlink:title="value-added tax">VAT</abbrev> rate after the reform.</p>
        <fig id="F11">
          <object-id content-type="arpha">A191B017-687A-5B98-8E3D-8FC49F5706FD</object-id>
          <label>Fig. 11.</label>
          <caption>
            <p>Trajectories of the value-added tax (<abbrev xlink:title="value-added tax">VAT</abbrev>) rate before and after the reform under alternative demographic scenarios.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g011.jpg" id="oo_1703220.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703220</uri>
          </graphic>
        </fig>
        <p>Across all scenarios, the <abbrev xlink:title="value-added tax">VAT</abbrev> rate rises steadily over the projection horizon, reflecting growing fiscal pressures from population aging and increased pension obligations. However, the pension reform clearly mitigates the need for higher taxes: in every demographic scenario, the dashed line lies below the solid line, indicating that raising the statutory retirement age reduces the <abbrev xlink:title="value-added tax">VAT</abbrev> rate required for budget balance. Importantly, implementing the pension reform allows the government to avoid increasing the <abbrev xlink:title="value-added tax">VAT</abbrev> rate until around 2040.</p>
        <p>The magnitude of this fiscal relief varies depending on the demographic assumptions. In the low-fertility scenario, where population aging is most pronounced, the gap between the post-reform and no-reform <abbrev xlink:title="value-added tax">VAT</abbrev> rates is widest­, indicating that the reform delivers especially strong fiscal benefits when demographic pressure is severe. In the high-fertility scenario, the gap is narrower, because a larger, younger population places less strain on the pension system, and the marginal fiscal benefit of reform is correspondingly smaller (Fig. <xref ref-type="fig" rid="F12">12</xref>).</p>
        <fig id="F12">
          <object-id content-type="arpha">095EF804-69C7-51FC-9375-3069B084DDD6</object-id>
          <label>Fig. 12.</label>
          <caption>
            <p>Change in the budget-balancing <abbrev xlink:title="value-added tax">VAT</abbrev> rate resulting from raising the statutory retirement age.</p>
            <p><italic>Source</italic>: Authors’ calculations.</p>
          </caption>
          <graphic xlink:href="rujec-12-e118859-g012.jpg" id="oo_1703221.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1703221</uri>
          </graphic>
        </fig>
        <table-wrap id="T1" position="float" orientation="portrait">
          <label>Table 1</label>
          <caption>
            <p>Simulated and target values of variables.</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <td rowspan="1" colspan="1">Indicator</td>
                <td rowspan="1" colspan="1">Simulated value</td>
                <td rowspan="1" colspan="1">Target</td>
                <td rowspan="1" colspan="1">Note</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">0.50</td>
                <td rowspan="1" colspan="1">0.50</td>
                <td rowspan="1" colspan="1">Share of consumption in output; Actual value according to GDP by end use 2018 (Rosstat)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">0.22</td>
                <td rowspan="1" colspan="1">0.22</td>
                <td rowspan="1" colspan="1">Share of investment in output; Actual value according to GDP by end use 2018 (Rosstat)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">0.18</td>
                <td rowspan="1" colspan="1">0.18</td>
                <td rowspan="1" colspan="1">Share of government purchases in output; Actual value according to GDP by end use 2018 (Rosstat)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">0.32</td>
                <td rowspan="1" colspan="1">0.31</td>
                <td rowspan="1" colspan="1">Share of exports in output; Actual value according to GDP by end use 2018 (Rosstat)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">0.21</td>
                <td rowspan="1" colspan="1">0.21</td>
                <td rowspan="1" colspan="1">Share of imports in output; Actual value according to GDP by end use 2018 (Rosstat)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">12%</td>
                <td rowspan="1" colspan="1">12%</td>
                <td rowspan="1" colspan="1">Share of investments in the oil and gas sector in total investments (<xref ref-type="bibr" rid="B16">Martyanova and Polbin, 2023</xref>)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">5%</td>
                <td rowspan="1" colspan="1">5%</td>
                <td rowspan="1" colspan="1">Share of labor in the oil and gas sector in total labor (<xref ref-type="bibr" rid="B16">Martyanova and Polbin, 2023</xref>)</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">50%</td>
                <td rowspan="1" colspan="1">50%</td>
                <td rowspan="1" colspan="1">Share of oil and gas exports in total exports (Rosstat)<sup>a)</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1">10%</td>
                <td rowspan="1" colspan="1">10%</td>
                <td rowspan="1" colspan="1">Ratio of net government liabilities <sup>b)</sup> to GDP in 2018</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Effective pension age (women)</td>
                <td rowspan="1" colspan="1">60.2</td>
                <td rowspan="1" colspan="1">60.2</td>
                <td rowspan="1" colspan="1">According to <xref ref-type="bibr" rid="B13">Lyashok and Varshavskaya (2022)</xref></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Effective pension age (men)</td>
                <td rowspan="1" colspan="1">62.4</td>
                <td rowspan="1" colspan="1">62.4</td>
                <td rowspan="1" colspan="1">According to <xref ref-type="bibr" rid="B13">Lyashok and Varshavskaya (2022)</xref></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><sup>a)</sup><ext-link xlink:href="https://rosstat.gov.ru/folder/74099/document/122836" ext-link-type="uri">https://rosstat.gov.ru/folder/74099/document/122836</ext-link><sup>b)</sup> We include net government liabilities, not government debt, in the model. Net liabilities are defined as the difference between accumulated government debt and the size of the National Welfare Fund, which accumulates oil and gas revenues. <italic>Source</italic>: Authors’ calculations.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>The results underscore that, although pension reform is effective in containing future tax increases, its relative impact depends heavily on the underlying demographic trajectory — not only the total population size but also its age structure and rate of aging.</p>
      </sec>
    </sec>
    <sec sec-type="5. Conclusion" id="sec11">
      <title>5. Conclusion</title>
      <p>This study shows that raising the statutory retirement age in Russia is an effective policy tool for strengthening fiscal sustainability and supporting long-term economic stability under diverse demographic and external conditions. Simulation results indicate that the reform consistently reduces the pension fund deficit and fiscal pressure on the public budget. The positive impact is especially pronounced in scenarios with low fertility or unfavorable oil prices, when demographic aging and revenue constraints pose the greatest challenges for the pension system. Although the immediate effect on household consumption can be negative, the reform raises labor force participation, sustains public spending, and permits lower equilibrium tax rates over the long run. Importantly, the effectiveness of the reform depends not only on population size but also on its evolving age structure, and proves more critical in adverse demographic environments. These findings underscore the need for ongoing adaptation of the pension system and highlight the importance of flexible policy design to address future demographic and macroeconomic risks. The pension reform of 2018, when implemented alongside broader fiscal and social measures, served as a foundation for a more resilient and sustainable welfare system in Russia.</p>
    </sec>
  </body>
  <back>
    <ack>
      <title>Acknowledgments</title>
      <p>The authors are grateful to the reviewer for valuable comments and feedback.</p>
    </ack>
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        <p>Opinions expressed in the paper are solely those of the authors and may not reflect the official position of the affiliated institutions. The affiliated institutions bear no responsibility for the statements made in the paper.</p>
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        <p>Corresponding author, E-mail address: apolbin@iep.ru</p>
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  </back>
</article>
