A Macroeconomic View of the Shape of India's Sovereign Yield Curve Michael Debabrata Patra, Harendra Behera and Joice John; RBI Bulletin June 2021 ...

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ARtICLE
    SUMMARY

                                           A Macroeconomic View of the Shape of India's Sovereign Yield Curve
                                            Michael Debabrata Patra, Harendra Behera and Joice John; RBI Bulletin June 2021

                                    The sovereign yield curve has a special significance   yield-only model is used as a benchmark to evaluate
                                    for monetary policy in influencing a wide array of     the gains in accuracy when augmenting it with
                                    interest rates in the economy. The authors build on    macroeconomic variables. The model is estimated
                                    this idea by incorporating additional macro            by using Bayesian methods which score over other
                                    variables to capture open economy dynamics as          time-series approaches in dealing with a large
                                    well as RBI's liquidity and market borrowing           number of parameters over relatively short periods.
                                    strategies. Bayesian methods are applied to estimate   The unobservables (latent variables) are filtered out
                                    the model parameters as they are efficient in          by using a multivariate Kalman filter.
                                    dealing with unobserved variables. The results
                                                                                           The results show that benchmark estimates point to
                                    indicate that the hybrid model predicts the
                                                                                           a steady softening of the level of the yield curve
                                    observed yields well.
                                                                                           since 2018:Q4, which indicate that the yield curve
                                    The estimation framework in this paper follows         was shifting downwards coincident with the shift
                                    the tradition of the dynamic latent factor approach    in the monetary policy stance towards
                                    augmented with macroeconomic variables                 accommodation. From Q1:2019-20, however, the
                                    representing real activity, inflation, and the         slope of the yield curve started rising, reflecting
                                    monetary policy stance. The dynamic latent factor      successive reductions in the policy rate even with a
                                    yield-macro model for estimating the yield curve in    neutral policy stance, which depressed short-term
                                    India is based on liquidity conditions or LIQU,        yields more than proportionately. From Q1:2020-
                                    captured by the outstanding absorption/ injection      21, the slope of the yield curve started to ease with
                                    under the RBI's liquidity adjustment facility (LAF)    the deployment of unconventional monetary
                                    as a proportion to banks' net demand and time          policy instruments by RBI that resembled balance
                                    liabilities. The government market borrowing           sheet policies adopted by systemic central banks.
                                    program is proxied by the market borrowing to
                                                                                           Synchronously, with both short-term and long-
                                    market turnover ratio (GMB) and global
                                                                                           term yields softening, the curvature had increased,
                                    uncertainty is represented by the Global Economic
                                                                                           reflecting the relative inflexibility of the
     Monthly Newsletter June 2021

                                    Policy Uncertainty index (GEPU). LIQU, GMB,
                                                                                           intermediate segment of the yield curve, which is
                                    and GEPU are treated as exogenous variables. The
                                                                                           essentially populated by off-the-run securities. A
                                    model is estimated for the period spanning the first
                                                                                           decline in the policy rate had an immediate positive
                                    quarter of 2010 to the corresponding quarter of
                                                                                           impact on the slope of the yield curve as the impact
                                    2021 on Indian government security yields of
                                                                                           of the policy rate change was swiftly and completely
                                    maturities of 2 to 10 years. All data are sourced
                                                                                           transmitted to short-term maturities, causing the
                                    from RBI's Database on Indian Economy (DBIE).
                                                                                           yield curve to become steeper. The results indicate
                                    In addition, the authors include global factors,
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                                                                                           that the model predicted the observed yields well. It
                                    liquidity conditions, and government market
                                                                                           also revealed that the level of the yield curve had
                                    borrowing programs in the augmented model. This

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undergone a downward shift from the second             and absent demand, central banks have to turn to
quarter of 2019, reflecting the impact of ultra-       market-based channels of transmission to ensure
accommodative monetary policy on longer-term           congenial financial conditions for the recovery. In
yields; however, there was a steepening of the yield   such situations, the gilt yield, off which other
curve due to abundant liquidity depressing short-      financial instruments are priced, becomes a
term interest rates and a pick-up in issuances of      variable that is more important for monetary
ultra-long dated papers.                               policy than debt management, and hence,
                                                       macroeconomic conditions should be taken into
The authors also highlight the role of
                                                       account in the assessment of the level, slope, and
macroeconomic factors. The ebbing of infections
                                                       curvature of the yield curve. They emphasize that
between September 2020 and March 2021 had
                                                       monetary policy is a potent instrument for
fuelled hopes of the resumption of strong and
                                                       influencing the term structure of interest rates as
sustained growth. Inflation expectations also
                                                       policy rate changes tend to impact the slope of the
appeared to have set a floor to the evolution of
                                                       yield curve, while liquidity impacts the level as well
yields. Confronted with the interrupted
                                                       as the slope of the yield curve, rendering it a better
transmission, RBI engaged in large-scale open
                                                       instrument for managing the yield curve. The
market purchases of government bonds in the
                                                       authors underscore that managing inflation
secondary market, effectively taking the overload
                                                       expectations, through effective communication,
of pandemic-related security issuances by the
                                                       should be part of any strategy to manage the yield
government onto its balance sheet. Among other
                                                       curve since changes in inflation expectations can
macroeconomic determinants, global policy
                                                       counteract the monetary policy stance. These
uncertainty impacted the slope and curvature of
                                                       evolving yield curve dynamics suggest the scope for
the yield curve, signifying the rising exposure of
                                                       open market operations and the points on the yield
bond markets in India to global spillovers. Thus, in
                                                       curve to which they need to be targeted.
these extraordinary times, the developments in gilt
markets in India as well as in the rest of the world   Source:
presented a term premium conundrum.                    https://www.rbi.org.in/Scripts/BS_ViewBulletin.a
                                                       spx?Id=20321
The authors conclude the research on the note that                                                                Monthly Newsletter June 2021
when the traditional channels of transmission of
monetary policy are frozen because of risk aversion
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    SUMMARY

                                                         Fiscal Framework and Quality of Expenditure in India
                                                 Sangita Misra, Samir Ranjan Behera, Bichitrananda Seth and Saksham Sood;
                                                                          RBI Bulletin June 2021

                                    The COVID-19 pandemic necessitated an                      The authors use six indicators namely - revenue
                                    overwhelming fiscal response from governments              expenditure to capital outlay ratio; revenue deficit
                                    across the world. In this research note, the authors       to gross fiscal deficit; capital outlay to total
                                    propose a few quantifiable indicators namely ratios        expenditure; capital outlay to GDP; development
                                    of revenue expenditure to capital outlay and               expenditure to GDP; and committed expenditure
                                    revenue deficit to gross fiscal deficit along with         to GDP, (a composite indicator of the quality of
                                    threshold levels for them that can be suitably             expenditure) and employ principal component
                                    blended into the fiscal fabric for a sustainable           analysis (PCA), separately for the centre and the
                                    growth trajectory.                                         states. The indices reveal that there has been
                                                                                               deterioration in the quality of the centre's
                                    Typically, fiscal rules aim at correcting distorted
                                                                                               expenditure, with some improvements observed
                                    incentives and containing pressures to overspend
                                                                                               during the post-Fiscal Responsibility and Budget
                                    to ensure fiscal responsibility and debt
                                                                                               Management Act (FRBM) high growth years. In the
                                    sustainability. Cross-country experience reveal that
                                                                                               case of states, the 1990s'deterioration in quality of
                                    rules set up in terms of headline fiscal balances tend
                                                                                               spending was not only arrested but also
                                    to impart pro-cyclicality to fiscal policy, lowering
                                                                                               significantly improved during the pre-GFC high
                                    the quality of fiscal spending, and reducing
                                                                                               growth period. The improvement stalled in 2009-
                                    discretion in the hands of the government to
                                                                                               10 and there has been a general deterioration in the
                                    respond to exogenous/uncertain shocks to
                                                                                               post-GFC period. The authors highlight that the
                                    business cycles. It is in the context of the latter that
                                                                                               fiscal rules, when they were conceived, embedded
                                    second-generation fiscal rules incorporated
                                                                                               features focusing on the quality of expenditure.
                                    escape/buoyancy clauses and are defined in
                                                                                               The FRBM Act, 2003 sought to build in quality in
                                    cyclically adjusted terms (rather than headline
                                                                                               the form of the prescription of a zero-revenue
                                    fiscal balances) given their superior stabilization
                                                                                               deficit. However, it is found that the emphasis on
                                    properties. Institutionalizing quality of
                                                                                               quality was compromised in the post-GFC period.
     Monthly Newsletter June 2021

                                    expenditure into fiscal rules is increasingly being
                                    found in the emerging market economies (EME)               Successful normalization of the fiscal stance is
                                    experience in a refreshing departure from extant           conditional upon an improvement in underlying
                                    rules that generally target total spending.                economic activity. The imperatives of large-scale
                                    International comparison indicates government              post-pandemic reconstruction warrant that fiscal
                                    expenditure on human capital in India is way               rectitude should not be achieved at the cost of the
                                    behind BRICS and advanced nations. The authors             quality of expenditure. The thrust of fiscal policy
                                    thus highlight that a clear lesson for India from the      stance on capital expenditure and infrastructure
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                                    cross-country experience is to not compromise on           creation, by both centre and states, marks the
                                    the quality of public expenditure.                         definite intention of the government to improve

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the quality of expenditure. Accordingly, it may be      repurposing and reprioritizing both revenues and
important to lay down a medium-term fiscal              expenditures, fiscal authorities have shown that
framework with concrete measures and targets.           they can extract 'bang for the buck' by (a) the public
Shoring up the quality of expenditure through a         sector leading the private sector into unlocking
quantifiable matrix will help provide the necessary     growth opportunities; (b) the public sector co-
checks and balances and should be integrated into       exists with the private sector in entrepreneurial
the fiscal framework. A well-thought-out strategic      partnership; and (c) the public sector stepping back
policy mix should protect programs with high            to allow private enterprise to take the lead in
marginal social benefit, thus ensuring that the         sunrise areas, coalescing into an across-the-board
intent to improve quality fructifies into desirable     improvement in the quality of fiscal spend and
outcomes. A third threshold could be through a          eventually in the quality of growth. The Union
floor to the capital outlay-GDP ratio or targeting a    Budget 2021-22 takes a step in this direction by
particular rate of growth in capital outlay to arrest   attempting to reshape the composition of spending
the moderation in its share in total expenditure.       in favour of infrastructure, which is appropriate
                                                        from the point of view of India's requirement of an
The authors conclude that the way forward lies in
                                                        investment of US$ 1 trillion in the quest for a
setting out analytically the critical elements of a
                                                        world-class physical infrastructure.
post-pandemic fiscal framework for India that
blends quantitative dimensions of debt                  Source:
sustainability as traditionally defined with criteria   https://www.rbi.org.in/Scripts/BS_ViewBulletin.a
that preserve and enrich the quality of expenditure     spx?Id=20322
to secure the greatest common good. By strategic

                                                                                                                   Monthly Newsletter June 2021
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 SUMMARY

                                                         Long Run Saving - Investment Relationship in India
                                        Bichitrananda Seth, Kunal Priyadarshi and Avdhesh Kumar Shukla; RBI Occasional Papers

                                    This paper revisits the Feldstein-Horioka puzzle for     The results suggest a comparatively lower
                                    the Indian economy. Martin Feldstein and Charles         association between saving and investment in the
                                    Horioka, in their seminal paper published in 1980,       post- GFC period. This implies a relatively lower
                                    raised crucial questions relating to how the world's     use of foreign savings and a higher dependence on
                                    supply of capital is internationally mobile, such as     domestic savings. The slowdown in real fixed
                                    whether capital flows among industrial countries         investment in the post-GFC period was largely due
                                    to equalise the yield to investors, or the saving that   to private corporate investment. India's investment
                                    originates in a country remain to be invested there,     slowdown is a balance sheet related slowdown.
                                    or the truth lies somewhere between these two            Many companies have had to curtail their
                                    extremes. Their empirical work gives a puzzling          investments because their finances are stressed, as
                                    result that domestic savings and investment within       the investments made during the boom period have
                                    a country are highly correlated. Their finding was       not generated enough revenues to allow them to
                                    contrary to the conventional wisdom. Feldstein           service the debts that they have incurred. The
                                    and Horioka argued that under perfect capital            decline in domestic saving was led equally by
                                    mobility, the association between domestic savings       household and public sector saving. The fall in the
                                    and investment should be negligible or non-              former was on account of physical saving. The
                                    existent since savings can move out of the domestic      private corporate saving, on the other hand, has
                                    market seeking higher returns from the global            increased steadily.
                                    market. This implies that a part of the investment
                                                                                             The authors consequently analyse the changes in
                                    in a country can be financed by global funds. By
                                                                                             cross-country investment and saving after various
                                    contrast, the saving-investment relationship is
                                                                                             crises and draw inferences to examine whether
                                    expected to be strong for zero capital mobility since
                                                                                             India is an outlier in terms of a high correlation
                                    savings must be invested domestically.
                                                                                             between saving and investment, save for a brief
                                    The empirical analysis in the paper is based on          period. Accordingly, they analysed movements in
                                    annual data for the period 1955-56 to 2018-19            saving rate, investment rate and saving-investment
     Monthly Newsletter June 2021

                                    extracted from 'Handbook of Statistics on the            gap of crisis-affected economies, starting from the
                                    Indian Economy' published by the RBI. The                Mexican peso crisis. The timing of crises and crisis-
                                    nominal savings and investment figures are divided       affected economies are decided based on a
                                    by nominal GDP at market prices at 2011-12 base.         literature survey. For ascertaining a change in
                                    To ascertain the incremental impact of the changes       saving and investment behaviour of crisis-affected
                                    that took place during the post-global financial         economies, the authors have compared their
                                    crisis (GFC) period, the authors have undertaken a       average saving and investment rates before and
                                    separate analysis for the (sub-sample) period 1955-      after the crises year. They have used a five-year
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                                    56 to 2007-08, and then for the full sample.             average of pre-crises and post-crises saving and

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investment rates for each affected economy.              The empirical results in the paper thus confirm a
Accordingly, they have 21 economies with different       long-run relationship between domestic savings
crisis episodes.                                         and investment. A comparison of the long-run
                                                         coefficients for the full sample period (1955-56 to
It can be observed that after the crisis, investment
                                                         2018-19) with those for the sub-sample period
rate of all countries, except those of the USA (GFC),
                                                         (1955-56 to 2007-08) indicates a relatively higher
Indonesia and Turkey (after 2013), declined
                                                         degree of association between domestic savings and
significantly. Savings rate also declined after the
                                                         investment. This, in turn, suggests a reduced role of
crisis, though at a comparatively moderate pace
                                                         foreign saving in financing investment activity
than the decline in investment rate. In fact, many
                                                         after the global financial crisis of 2007-09. This
economies were able to increase their saving rate
                                                         largely reflects moderation in private corporate
after the crisis. The result of this asymmetric
                                                         investment rate in the post-global financial crisis
behaviour of economies gets reflected ultimately in
                                                         period. In conclusion, the authors opine that going
their saving-investment gap, which records a sharp
                                                         forward, as physical capital formation revives, it
decline in the post-crises period vis-à-vis pre-crises
                                                         should also be backed by a commensurate rise in
period. Out of 21 crisis-affected country episodes,
                                                         domestic savings for sustained long-run growth. At
only the USA (2007-08), Brazil (1994) and
                                                         the same time, it is important to enhance the
Indonesia (2013) recorded a higher saving-
                                                         efficiency of domestic financial system to improve
investment gap post-crisis, while all others
                                                         the allocation of resources to the most productive
recorded narrower gaps. This experience reinforces
                                                         sectors.
the role of frictions in global financial markets,
which manifest from time to time in crises, leading      Source:
to a higher correlation between domestic saving          https://rbi.org.in/Scripts/bs_viewcontent.aspx?Id
and investment rate. Thus, the observed saving-          =4000
investment relationship in India is not an
exception.

                                                                                                                   Monthly Newsletter June 2021
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 SUMMARY

                                                     Macroeconomic Implications of Bank Capital Regulations
                                                      Ranajoy Guha Neogi and Harendra Behera; RBI Occasional Papers

                                    Research on the role of adequate bank capital in        The authors verify the robustness of the results
                                    ensuring financial stability and mitigating losses      obtained by treating a different version of
                                    from future crises had gained further traction at a     aggregate CRAR series, based on the median of
                                    global level in the post-subprime crisis period. In     bank-level CRARs. The sensitivity of borrowing
                                    this paper, the authors focus on the macro-             cost to CRAR is found to be greater than the
                                    financial implications of increased regulatory          sensitivity of lending rate to CRAR as evident
                                    capital requirements. They theoretically analyse        from a steeper trend line for the former. Thus, an
                                    and empirically examine the impact of increased         increase in the capital position of banks helps
                                    regulation-induced higher capital position of           them to not only access funds at cheaper costs but
                                    banks on credit flows under partial Modigliani-         also increase credit as they reduce their lending
                                    Miller offset (MM offset).                              rate. This implies that in a bank-level study, with
                                                                                            higher capitalization, the WACC shall always rise
                                    The authors use a theoretical model and empirical
                                                                                            and the credit supply from the banks fall. This
                                    estimates from a sign restricted vector
                                                                                            subdued and costlier credit supply brings down
                                    autoregression (VAR) model to theoretically show
                                                                                            the GDP as the cost of production rises for the
                                    the possibility of reduction in weighted average
                                                                                            non-financial firms. This result implies that bank
                                    cost of capital (WACC) of the banks due to lower
                                                                                            capital reduces the WACC of banks and raises the
                                    leverage, with higher Capital to Risk (weighted)
                                                                                            GDP growth rate making a free lunch situation as
                                    Assets Ratio (CRAR), contributing to higher flow
                                                                                            it not only reduces the probability of crisis and the
                                    of bank credit and the resultant rise in GDP
                                                                                            crisis contingent losses but also raises GDP for a
                                    growth. In the empirical analysis, it is found that a
                                                                                            sufficiently high magnitude.
                                    positive bank capital shock (i.e. higher capital
                                    adequacy) can push the GDP growth up and                For empirical estimation, the authors use
                                    reduce risky lending. An aggregate measure of           quarterly data of the relevant macro-financial
                                    CRAR (a weighted average of bank-level CRARs)           variables for the period 2009-10:Q1 to 2017-
                                    is used to capture the effects of regulatory change     18:Q4. The variables used are real GDP, consumer
     Monthly Newsletter June 2021

                                    on system-level bank capital as a whole. It is found    price index (CPI), policy repo rate, real non-food
                                    that higher capital tends to lower the risk             bank credit (RNFBC), spread (calculated by
                                    premium and overall cost of liabilities of banks        taking the difference between the weighted
                                    while enhancing their capacity to undertake risky       average lending rate and repo rate), and CRAR. It
                                    lending. Regulatory CRAR is also found to work          is found that a shock to CRAR captures a change
                                    like a macro-prudential tool as a higher CRAR           in regulatory CRAR that transmits to the banking
                                    triggers loan portfolio reallocation in banks away      sector. This ends up raising the equity (and equity
                                    from unsecured high-risk loans towards secured          to asset ratio) component in the liability side of
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                                    and low-risk loans.                                     the banks. Due to a regulatory capital shock,
                                                                                            CRAR increases. Higher CRAR, by improving

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                                                                                                              SUMMARY

creditworthiness, reduces WACC and spread, and           industry, which under increased regulatory capital
increases credit supply and thereby output. The          requirement incentivizes banks to cut down on
positive effect of CRAR can outweigh the negative        risky assets with higher weights.
effects (on credit due to costlier equity financing
                                                         The authors conclude on the note that the fall in
and the regulatory risk weights). A net increase in
                                                         the cost of capital reduces the lending spread and
credit supply would consequently let the niche
                                                         augments credit supply. Regulatory bank capital
firms reliant on bank credit expansion.
                                                         shock in the Indian context renders a positive
In terms of the macroeconomic impact of changes          credit-led push to GDP growth by strengthening
in capital, the authors find that the CRAR increases     the balance sheets of banks and the consequent
by about 9 basis points (bps) in response to one         reduction of their overall cost of borrowings. This
standard deviation economy-wide bank capital             idealistic situation indicates the benefits of
shock; and the effects remain for a substantial          mitigating crisis through raised capital come with
period. The bank lending spread is found to decline      the added fillip to GDP growth. The authors
noticeably and sustained over ten quarters possibly      emphasize that these empirical results should be
because of the increase in credibility due to            taken with the caveat that it cannot be generalized if
improvement in their balance sheets. The                 CRAR gets increased by a large amount and the
reduction in risk premium provides the banks             empirical results obtained in this paper may not
access to a greater pool of funds at a cheaper price.    hold under other contexts and for other countries.
As banks adjust their lending rate downward, it          A statistically significant negative effect of bank
leads to higher credit growth. Thus, the real credit     capital shock on credit and GDP growth may also
growth rate shoots up over four quarters and             materialize. The authors present the further
consequently, the GDP growth rate remains                identification of the exact transmission channel(s)
buoyant over six quarters. In this context, the          of a bank capital shock impacting lending spread
authors highlight that the recent fall in the growth     or credit supply as an area of future research.
of bank credit to the industry in India could be a
                                                         Source:
result of increased stressed assets in that sector and
                                                         https://rbi.org.in/Scripts/bs_viewcontent.aspx?Id
consequent apprehension of higher default. It
                                                         =3997                                                      Monthly Newsletter June 2021
could also be due to higher risk weight on loans to                                                                 CCIL

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 SUMMARY

                                                                             State of the Economy
                                                                              RBI Bulletin June 2021

                                    The need to complement vaccines with ramping            crore to be made available on tap for fresh bank
                                    up investments is emphasized in this note. The          lending of up to 3 years tenor at the repo rate for
                                    speed and scale of vaccination against COVID-19         services adversely impacted by the pandemic such
                                    is expected to shape the path of economic recovery      as hotels and restaurants, tourism, aviation
                                    which has the resilience and the fundamentals to        ancillary services, and other contact-intensive
                                    bounce back from the pandemic and unshackle it          services. As an incentive, banks have been allowed
                                    from pre-existing cyclical and structural               to park amounts equivalent to their loan book
                                    hindrances. The National Statistical Office (NSO)       under the window as fixed-rate reverse repo with
                                    revised India's real GDP for 2020-21, revealing a       RBI and earn 3.75 percent as against the rate of
                                    shallower contraction (-7.3 percent) than earlier       3.35 percent offered under the liquidity
                                    estimated, with the brighter outcome for the            adjustment facility (LAF). A special liquidity
                                    fourth quarter (January-March 2021) turning out         facility of `16000 crore at the policy repo rate was
                                    to be the decisive swing factor.                        extended to the Small Industries Development
                                                                                            Bank of India (SIDBI) for on-lending to micro,
                                    On June 4th, drawing on the decision of the
                                                                                            small and medium enterprises (MSMEs),
                                    monetary policy committee (MPC) to continue
                                                                                            particularly smaller MSMEs and other businesses,
                                    maintaining the policy rate at its all-time low of 4
                                                                                            including those in credit deficient and
                                    percent (unchanged since May 2020) and also to
                                                                                            aspirational districts. The coverage of Resolution
                                    continue with an accommodative stance as long as
                                                                                            Framework 2.0 announced on May 5, 2021, for
                                    necessary, the Reserve Bank (RBI) announced
                                                                                            resolution of COVID-19 related stress among
                                    another large purchase operation in June to
                                                                                            micro, small and medium enterprises (MSMEs) as
                                    complete its asset purchase initiative G-SAP 1.0.
                                                                                            well as non-MSME small businesses and
                                    Of the quantum of `40000 crore announced,
                                                                                            individuals (for business purposes) was expanded
                                    `10000 crore was reserved for state development
                                                                                            by enhancing the maximum aggregate exposure
                                    loans (SDLs) to compress their spreads over
                                                                                            threshold from `25 crore to `50 crore.
                                    corresponding central government securities.
     Monthly Newsletter June 2021

                                    This is expected to work towards improving the          A significant landmark that was quietly passed in
                                    appetite for ultra-long central government              early June was the level of foreign exchange
                                    securities vis-à-vis SDLs, with the yields of the       reserves crossing US$ 600 billion. With this
                                    former becoming relatively attractive for buy-to-       development, India is the 5th largest reserve
                                    hold investors. A G-SAP 2.0 of `1.20 lakh crore         holding country in the world, the 12th largest
                                    was also announced for Q2:2021-22, coinciding           foreign holder of US treasury securities, and the
                                    with the peaking of the volume of issuances             10th largest in terms of gold reserves. Globally,
                                    planned for the year.                                   central banks view the surge in inflation as
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                                                                                            transitory and have talked down speculation
                                    Expanding the financial safety net further, RBI
                                                                                            about dialing back their easy policy stance.
                                    also announced a liquidity window of `15000

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The authors conclude on the note that the Indian        September 2021, and around 113 crore more doses
economy continues to wrestle with the second wave       are needed; accordingly, around 93 lakh
of the pandemic, though cautious optimism is            vaccinations are required per day to achieve the
returning. In the current assessment, the second        herd immunity. Going forward, the speed and scale
wave's toll is mainly in terms of the hit to domestic   of vaccination will shape the path of recovery. The
demand. On the brighter side, several aspects of        economy has the resilience and the fundamentals
aggregate supply conditions such as agriculture and     to bounce back from the pandemic and unshackle
contactless services are holding up, while industrial   it from pre-existing cyclical and structural
production and exports have surged amidst               hindrances.
pandemic protocols. The Ministry of Finance
                                                        Source:
estimated that to achieve herd immunity and
                                                        https://www.rbi.org.in/Scripts/BS_ViewBulletin.a
regain the momentum of the economic recovery,
                                                        spx?Id=20320
the target population to be vaccinated is 70 crore by

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