INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context

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INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
Real Estate in Context:
INTEREST RATES,
STAGFLATION,
INFLATION, AND
MONETARY POLICY

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   BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
Real Estate in Context:
INTEREST RATES, STAGFLATION,
INFLATION, AND MONETARY POLICY

EXECUTIVE SUMMARY

    Changes in monetary policy appear to take five to six
    quarters to affect leveraged apartment returns.

    Real apartment returns outperform equities during times
    of “quasi-stagflation.”

                                                                          Cross-Correction, Changes in Actual Inflation and Changes in Yields

    Keep a close eye on the 10Y breakeven inflation rate. This
    measure of inflation expectations is much more related
    to changes in Treasury yields than actual inflation.

    Average leveraged apartment returns tend to remain
    stable during times of high inflation. In this paper and
    A Better Way to Assess Inflation and Risk in Real Estate,
    we found that inflation does not typically spell trouble for
    multifamily real estate.

    The “taper tantrum” was overblown in terms of impact
    and severity. If the Fed’s accelerated tapering at some
    point spooks the market, it is unlikely to have lasting
    effects and would likely subside rather quickly.

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         BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
I    nterest rates, monetary policy, and inflation are becoming
     increasingly important factors to consider when analyzing
     real estate markets. The U.S. economy has experienced
above-5% inflation for six consecutive months, prompting Federal
Reserve Chairman Powell to discontinue the term “transitory”
when describing inflation pressures. Hawkish developments have
taken place at the central bank, with the bank announcing it will
double the rate at which it reduces monthly purchases of Treasury
and MBS securities. The new timeline suggests an end to Treasury
and MBS purchases by March 2022. In addition to changes in the
Fed balance sheet, forecasts suggest there will be as many as
three rate hikes in 2022 and three more in 2023.

A changing interest rate and QE environment, coupled with
accelerating inflation, makes now a great time to analyze the
relationships between multifamily, inflation, interest rates,
and more. Keep in mind, however, that we have not seen
inflation this high in a while. Our analyses involving inflation,
and otherwise, are an attempt to get as close as possible to
understanding trends and relationships given the lack of data
for perfectly cognate economic periods.
INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
KEEPING A CLOSE EYE ON YIELDS
        As a benchmark for mortgage rates, it’s no surprise that many multifamily investors keep a close eye on the 10Y Treasury
        yield. With inflation’s persistence, and recently acceleratory behavior, understanding how inflation and yields are related
        is more important than ever.

        Many in the market view actual inflation as a driver of yields, opting for an assessment of current inflationary pressures to
        arrive at conclusions about the direction of yields. Commonly understood is the positive relationship between inflation and
        yields, but too often is actual inflation assessed over inflation expectations. As expected, the below charts show that inflation
        expectations, proxied by the 10Y breakeven inflation rate, are more important indicators of yields, and that both changes in
        actual and expected inflation have contemporaneous (lag = 0) effects on changes in yields. That is, an above-average rise
        in either actual or expected inflation is likely to lead to an above-average rise in yields in the same period, with the stronger
        relationship existing between expected inflation and yields.

                                                         Cross-Correlation, Changes in Actual Inflation and Changes in Yields
        0.2
        0.1
        0.0
        -0.1
        -0.2

                  -20                                   -10                                      0                                  10                                    20
                                                                                                Lag

                                                        Cross-Correlation, Changes in Expected Inflation and Changes in Yields
        0.4
        0.2
        0.0
        -0.2

                  -20                                   -10                                      0                                  10                                    20
                                                                                                Lag

Our cross-correlation function outputs the correlation between yields at time t and actual / expected inflation at time t±n, for lag ±n. Blue bands represent 95% confidence levels for
each time-lagged correlation coefficient – statistically significant values lie above or below the bands. Historical scope is bounded due to limited data for expected inflation proxied
by the 10Y breakeven inflation rate (2003 – present). These correlations may differ under various time restrictions, especially during the high inflation environments of the 70s and 80s.

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                                          BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
LEVERAGED APARTMENT RETURNS UNDER VARIOUS INFLATION ENVIRONMENTS

                    Average Leveraged Apartment Return (AROR)

20%
                                                                                                          Leveraged returns tend to remain stable
15%                                                                                                       in higher inflation environments. In
                                                                                                          periods of deflation and sub-1% inflation,
10%
                                                                                                          leveraged apartment returns average out
 5%
                                                                                                          to a significantly negative value, strongly
 0%                                                                                                       driven by negative returns during the Global
            -2% - 1%                  1% - 4%                     4% - 7%             > 7%
                                                                                                          Financial Crisis. As we move from lower to
 -5%
                                                                                                          higher inflation environments, leveraged
-10%
                                                                                                          returns are largely unaffected, evidenced
-15%                                                                                                      by the flat curve from the second to final
                                                                                                          inflation environment in the left chart.
-20%
                         Actual Inflation Environment (1987 - present)

                                                                                                                         Average Leveraged Apartment Return (AROR)

                                                                                                    20%

       The relationship between yields and                                                          15%

       leveraged returns is not very straightforward.
       Leveraged apartment returns exhibit                                                          10%

       irregular behavior under various yield
       environments – sometimes high-yield                                                           5%
       environments imply high leveraged returns,
       and sometimes the opposite is the case.                                                       0%
                                                                                                           0% - 1%   1% - 2%   2% - 3%   3% - 4%   4% - 5%   5% - 6%   6% - 7%   7% - 8%   8% - 9%   > 9%

                                                                                                    -5%
                                                                                                                                  10Y Yield Environment (1987 - present)

                                                        THINKING OF CAP RATES AS REAL RATES OF INTEREST

                         Average Cap Rate - 10Y             Average Real DBAA - 10Y

3%

                                                                                                          Nominal cap rates behave a lot like real
                                                                                                          interest rates. The orange curve is the
2%
                                                                                                          spread between real Baa corporate bond
                                                                                                          yields (DBAA) and the 10Y yield in varying
1%                                                                                                        inflation environments. The macro similarity
                                                                                                          between these spreads is revealed in the left
                                                                                                          chart, where the average cap rate spread is
0%                                                                                                        equivalent to the average real DBAA spread
         -2% - 0%           0% - 1%               1% - 3%               3% - 4%       > 4%
                                                                                                          plus a roughly constant delta.

-1%
                       Actual Inflation Environment (2003 - present)

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                                                BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
FED TAPERING AND THE “TAPER TANTRUM”

                                                           Private Apartment Returns Unphased by 2013 Taper Tantrum

   30%                                                                                                                                                                  6%

   20%
                                                                                                                                                                        5%

   10%

                                                                                                                                                                        4%

   0%
         04
              04
                   05
                        05
                             06
                                  06
                                       07
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                                                                                                                                                             Q1 8
                                                                                                                                                                   19

                                                                                                                                                             Q1 9
                                                                                                                                                             Q3 0
                                                                                                                                                                   20

                                                                                                                                                             Q3 1
                                                                                                                                                                   21
                                                                                                                                                                   1

                                                                                                                                                                   1
                                                                                                                                                                   2

                                                                                                                                                                   2
                                                                                                                                                                        3%
     20
          20
               20
                    20
                         20
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                                   20
                                          20
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                                                                                                                                                                20
   Q1
         Q3
              Q1
                   Q3
                        Q1
                             Q3
                                  Q1
                                        Q3
                                             Q1
                                                  Q3
                                                       Q1
                                                            Q3
                                                                 Q1
                                                                      Q3
                                                                           Q1
                                                                                Q3
                                                                                     Q1
                                                                                           Q3
                                                                                                 Q1
                                                                                                        Q3
                                                                                                             Q1
                                                                                                                  Q3
                                                                                                                       Q1
                                                                                                                             Q3
                                                                                                                                    Q1
                                                                                                                                         Q3
                                                                                                                                              Q1
                                                                                                                                                   Q3
                                                                                                                                                        Q1
                                                                                                                                                             Q3

                                                                                                                                                             Q3

                                                                                                                                                             Q1
  -10%

                                                                                                                                                                        2%

  -20%

                                                                                                                                                                        1%
  -30%                                                                                                    May 22, 2013
                                                                                                  Bernanke sparks ‘taper tantrum’

  -40%                                                                                                                                                                  0%

                                                                                Private Apt Return (LHS)          10Y Yield (RHS)

In 2013, then Fed Chairman Bernanke sparked a bond sell-off and surging yields, dubbed the “taper tantrum,” after he
signaled the Fed may in the future begin reducing bond purchases. Thus far, there has not been a “taper tantrum” due
to Chairman Powell’s tapering announcements, but the market remains vigilant in this respect.

It’s our view that the taper tantrum was a bit overblown. Private apartment returns were largely unphased by the 2013
taper tantrum, and so too were equity returns in large part. Contrary to general coverage of the taper tantrum, the event
wasn’t all that bad, even for equities - the S&P 500 experienced a subtle pullback, which subsided shortly thereafter.

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                                       BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY - Real Estate in Context
MULTIFAMILY AND STAGFLATION?
The emergence of the Omicron variant has some worried about the prospect of stagflation, a period of high inflation and low economic
growth. If the variant succeeds in further complicating supply chains, and inflation persists, we may find ourselves in a period of stagflation.

To capture the effects of a more generally defined environment of high inflation and low growth, we studied performance during “quasi-
stagflationary” periods in the context of (1) the broad U.S. stock market proxied by the Wilshire 5000, (2) the tech-heavy NASDAQ, and
(3) private apartments. Quasi-stagflation in our analysis is loosely defined as a period where inflation exceeds 3%, and real GDP growth
is lower than the previous period. The results indicate that, on an inflation-adjusted basis, private apartments outperform during times
of ‘quasi-stagflation.’

                                                                                                                                                                                                                                                               ‘Quasi-Stagflation’ Visualized
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       40%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       30%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       20%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       10%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0%
 1987-04-01
              1988-01-01
                           1988-10-01
                                        1989-07-01
                                                     1990-04-01
                                                                  1991-01-01
                                                                               1991-10-01
                                                                                            1992-07-01
                                                                                                         1993-04-01
                                                                                                                      1994-01-01
                                                                                                                                   1994-10-01
                                                                                                                                                1995-07-01
                                                                                                                                                             1996-04-01
                                                                                                                                                                          1997-01-01
                                                                                                                                                                                       1997-10-01
                                                                                                                                                                                                    1998-07-01
                                                                                                                                                                                                                 1999-04-01
                                                                                                                                                                                                                              2000-01-01
                                                                                                                                                                                                                                           2000-10-01
                                                                                                                                                                                                                                                        2001-07-01
                                                                                                                                                                                                                                                                     2002-04-01
                                                                                                                                                                                                                                                                                  2003-01-01
                                                                                                                                                                                                                                                                                               2003-10-01
                                                                                                                                                                                                                                                                                                            2004-07-01
                                                                                                                                                                                                                                                                                                                         2005-04-01
                                                                                                                                                                                                                                                                                                                                      2006-01-01
                                                                                                                                                                                                                                                                                                                                                   2006-10-01
                                                                                                                                                                                                                                                                                                                                                                2007-07-01
                                                                                                                                                                                                                                                                                                                                                                             2008-04-01
                                                                                                                                                                                                                                                                                                                                                                                          2009-01-01
                                                                                                                                                                                                                                                                                                                                                                                                       2009-10-01
                                                                                                                                                                                                                                                                                                                                                                                                                    2010-07-01
                                                                                                                                                                                                                                                                                                                                                                                                                                 2011-04-01
                                                                                                                                                                                                                                                                                                                                                                                                                                              2012-01-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                           2012-10-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        2013-07-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     2014-04-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  2015-01-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               2015-10-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            2016-07-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         2017-04-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      2018-01-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   2018-10-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2019-07-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             2020-04-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2021-01-01
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       -10%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       -20%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       -30%

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       -40%

                                                                                                                                                                                                                                           Real GDP Growth                                                        Inflation Rate                                                 Quasi-Stagflation

                                                                                                                                                                          Average Real Annual Return in Quasi-Stagflationary Environments

                                                                                                                                                                                                                                                                                               (1987 - present)

     6%
                                                                                                                                                                                                                                                                                                                                          5.38%
     5%

     4%                                                                                         3.81%                                                                                                                                                                                                                                     P RIVAT E
                                                                                                                                                                                                                                                                                                                                           A PA R T M E N TS

     3%                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             3Q21
     2%                                                                                                                                                                                                                                                                                                                                                                                                                                                     was the first time since
                                                                                                                                                                                                                                                                                                                                                                                                                                                           3Q11 that the U.S. economy
     1%                                                                                                                                                                                                                                                                                                                                                                                                                                                    met the criteria for “quasi-
     0%                                                                                                                                                                                                                                                                                                                                                                                                                                                     stagflation” as we have
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 defined it here.
   -1%

   -2%
                                                                                                                                                                                                                   -1.77%
   -3%

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                                                                                                                                         BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
HOW LONG DOES IT TAKE FOR CHANGES IN MONETARY
POLICY TO IMPACT MULTIFAMILY?

In many instances, it takes time for changes in one economic indicator to translate into changes in another indicator. So, how long
does it typically take for changes in monetary policy to affect multifamily metrics?

We leverage the use of a conditional time-lagged cross-correlation analysis to uncover the time lag at which two signals of interest
are strongly in phase with one another.

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                             BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
LEVERAGED APARTMENT RETURNS
   To obtain a more precise view, we considered the following relationship while restricting our view to periods where changes
   in the effective federal funds rate (EFFR) are at least 25bps. This way, the relationship we find will be more explanatory in
   the context of the current situation.

                                                                              In periods where changes in the EFFR are greater than
                                                                              25bps, there is an over -70% correlation between changes
                                                                              in the EFFR and changes in the leveraged apartment
  A rate hike is likely to lead to either a modest                            return six quarters later.
  rise, or decline, in leveraged returns six
  quarters later. The higher the rate cut, the

                                                                                  ∆                                               ∆
                                                                                                                                         LEVERAGED
                                                                                                             6
  more likely leveraged returns will rise six
  quarters later.
                                                                                          EFFR                    QUARTERS               APARTMENT
                                                                                                                                         RETURN

                                                                                                                  2004 – present; R2 = 50%; p-value = 0.038%

   Like the previous analysis, we again restrict our view to periods satisfying a given condition. This time, we only look at periods
   where the change in the rate of growth in the Fed’s balance sheet exceeds 5%. Just like before, we do this to analyze the
   relationship between changes in QE and changes in leveraged apartment returns only in periods where there is a significant
   change ongoing.

                                                                              In periods where the growth in the Fed balance sheet
                                                                              is accelerating or decelerating by at least 5%, there is
  The higher the acceleration in the growth                                   an 80% correlation between changes in the growth in
                                                                              the Fed balance sheet and changes in the leveraged
  of the Fed’s balance sheet, the more likely
                                                                              apartment return five quarters later.
  leveraged returns five quarters later will
  experience significant growth. The higher

                                                                                  ∆                                               ∆
  the deceleration in the Fed’s balance sheet,                                            GROWTH                                         LEVERAGED
  the more likely leveraged returns will fall
  five quarters later.
                                                                                          IN FED
                                                                                          BALANCE
                                                                                          SHEET
                                                                                                             5    QUARTERS               APARTMENT
                                                                                                                                         RETURN

                                                                                                               2004 – present; R2 = 64%; p-value = 0.00053%

CAP RATE - YIELD SPREADS
   For reasons described above, we again restrict our view to periods where changes in the EFFR are at least 25bps.

                                                                              In periods where changes in the EFFR are greater than
                                                                              25bps, there is an over -76% correlation between changes
  The higher the rate hike, the more likely the                               in the EFFR and changes in the cap rate - yield spread in
  cap rate - yield spread in the same quarter                                 the same quarter.
  will grow modestly, or decline. The higher
  the rate cut, the more likely the cap rate -                                                                                           CAP
  yield spread will rise in the same quarter.
                                                                                  ∆       EFFR               0     QUARTERS
                                                                                                                                  ∆      RATE -
                                                                                                                                         YIELD
                                                                                                                                         SPREAD

                                                                                                                 2004 – present; R2 = 58%; p-value = 0.0035%

   The relationship between changes in the rate of growth in Fed assets and changes in the cap rate - yield spread is relatively
   weak compared to the other relationships we’ve reported so far.

                                                                          9
                            BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
CONCLUDING REMARKS
Inflation, interest rates, monetary policy, and even the prospect of stagflation are all of concern to multifamily
investors, and rightfully so. Consider the points we find to be most impactful:

   •   Changes in monetary policy appear to take five to six quarters to affect leveraged apartment returns.
   •   Real apartment returns outperform equities during times of “quasi-stagflation.”
   •   The “taper tantrum” was overblown in terms of impact and severity. If the Fed’s accelerated tapering
       at some point spooks the market, it is unlikely to have lasting effects and would likely subside
       rather quickly.
   •   Keep a close eye on the 10Y breakeven inflation rate. This measure of inflation expectations is much
       more related to changes in Treasury yields than actual inflation.
   •   Average leveraged apartment returns tend to remain stable during times of high inflation. In this
       paper and A Better Way to Assess Inflation and Risk in Real Estate, we found that inflation does
       not typically spell trouble for multifamily real estate.

                                                             10
                BERKADIA® | REAL ESTATE IN CONTEXT: INTEREST RATES, STAGFLATION, INFLATION, AND MONETARY POLICY
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