German experiences with creating real estate databases

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German experiences with creating real estate databases Creation of real estate databases according to the new requirements of Recommendation J Warsaw, Poland November 18 th, 2013 Reiner Lux, CEO vdpresearch GmbH, Berlin/Germany

vdpresearch vdpresearch was founded in 2008 as a 100 % subsidiary of the Association of German Pfandbrief Banks. Primary Aims: Analysis and forecast of real estate markets from the view of the German financial industry. Providing actual market information such as rents, prices, etc. for use in property valuation. In order to fulfill their aims, vdpresearch operates a transaction database that is quarterly updated by the participating banks. 2

Property Finance by vdp Member Banks Mortgage lending market in Germany New Mortgage Loans by Property Type in 2012 Total loan outstanding at the end of 2012: 667 Bill. Market share of member banks of vdp in 2012: 31.1 % Residential real estate Hotel buildings 3% Other residentially used buildings 1% Industrial buildings 2% Other commercially used buildings 7% 63.9 % Commercial real estate Single-family and two-family houses 24% New Mortage Loans by Property Type 2011 2012 Property type million million Source: vdp statistics % Change Single-family and two-family houses 22,037 22,171 0.6% Condominiums 7,513 7,809 3.9% Multi-family houses 16,473 14,857-9.8% Other residentially used buildings 338 1,100 225.4% Office buildings 23,682 22,329-5.7% Retail buildings incl. Warehouse facilities 17,919 13,256-26.0% Hotel buildings 3,853 2,738-28.9% Industrial buildings 987 1,653 67.5% Other commercially used buildings 3,498 6,567 87.7% Total 96,300 92,480-4.0% of which foreign 23,539 20,005-15.0% Retail buildings incl. Warehouse facilities 14% Office buildings 24% 92.48 Bill. Multi-family houses 16% Condominiums 9% 3

Bank Credit Process and Legal Regulation as a Source for Collecting Real Estate Data Acquisition Review Approval and contract Disbursement Stock and monitoring Repayment, extension, transaction Legal regulation - German Banking Act - Pfandbrief Act - MaRisk Valuers prepare detailed valuation reports to meet legal requirements Source: W. Crimmann, 2011, Mortgage Lending Value 4

Data Collection Bank 1 Bank 2 Bank 3 Bank n Quarterly updates 200.000 observations p.a. Transactions database Prices Transaction Price Market Value Rent Characteristics Transaction Date Living Space Usable Space Construction Year Location (Macro and Micro) Fit-out Condition 5

Participants Fall 2013 6

Methodological Approach Bank 1 Bank 2 Bank 3 Bank 20 Bank Transaction database Prices Characteristics Preparation of data Codified valuation techniques Specification of the hedonic model Econometrics Estimation of the hedonic model 7

Theoretical Background for Deriving Hedonic Indices Banks are using standardized appraisal processes based on legal regulations (BelWertV, ImmoWertV), common quality standards, certification of valuers Codified standards for valuations of different property types Sales Comparison Approach e.g. Houses Condominiums Income Approach e.g. Multi Family Houses Office Buildings Retail Hedonic Pricing Model 8

Residential Property Prices Hedonic Model for Houses Hedonic Model: K T Houses t t it = b 0 + b k it + d i + it k= 1 t= 1 ĺ ĺ ň { i t } ^ t _ i ln p x D Index: Houses t t ( ) P = exp d Price: Transaction price per square meter living-space Regressors Macro location (municipality) Micro location (street level) Construction year Fit-out and condition Lot-size Living-space 9

Houses Condominiums Rents Cap Rate Rent Cap Rate Rent Cap Rate vdp Indices for the German Real Estate Market Original Indices Derived Indices Owner Occupied Housing Residential Real Estate Market Multi Familiy Housing Commercial Office Retail

Residential Property Prices Owner Occupied Housing 11

Residential Property Prices Multi Family Houses Capital Value Index Hedonic Rent index Hedonic Cap rate index R t CVt = 100 CR t Capital value index for living space = Rent index/cap Rate- Index 12

Residential Property Prices vdp Multi Family Houses Indices 13

Residential Property Prices - vdp All Residential Properties Index 14

Commercial Property Prices vdp Office Buildings Rent Index 15

Commercial Property Prices vdp Office Buildings Cap Rate Index 16

Commercial Property Prices vdp Office Buildings Capital Value Index 17

Monitoring Values Regulations relevant to the monitoring of values: 20 a Para. 6 of the German Banking Act (KWG) 20 a Para. 6 of the German Banking Act (KWG) states that the value of a property must be monitored at regular intervals: Every year in the case of commercial properties, Every three years in the case of residential properties, Statistical methods can be used to identify properties which need to be revalued or have their value monitored. 18

Monitoring Values Statistical Methods Price Change from 1.1.2012 to 1.1.2013 Berlin ZIP- Code Single Family Houses Condominiums Multi Family Houses Change % Change % Change % 10115 5.7 9.3 9.7 10117 6.2 10.5 11.7 10119 5.7 9.6 10.1 10178 5.7 10.0 11.1 10179 5.7 9.1 9.5 10243 5.7 8.1 8.6 10245 5.7 8.3 8.6 10247 6.2 8.4 8.7 10249 5.7 8.5 8.7 10315 5.7 6.8 7.9 10317 5.7 7.8 8.0 10318 5.7 7.1 7.9 10319 5.7 8.4 7.8 10365 5.2 7.3 7.9 10367 5.7 8.4 8.0 10369 5.7 8.4 7.8 19

Fit-out Fit-out Hamburg Price Trend and Price Level Hamburg Houses Location very good good average mediocre Euro per m² living space very good 3725 3230 2935 2715 good 3240 2810 2555 2365 average 2930 2540 2310 2140 mediocre 2925 2535 2305 2135 Hamburg Condominiums Location very good good average mediocre Euro per m² living space very good 5155 4045 3660 3140 Price Change Owner Occupied Housing 2009-2012 average 4140 3245 2940 2520 good 4415 3465 3135 2690 (11.7% to 14.4%] (14.4% to 16.1%] (16.1% to 17.7%] (17.7% to 20.1%] (20.1% to 22.9%] Source: vdpresearch mediocre 3675 2880 2610 2235 Source: vdpresearch, 20

Monitoring Valuses Residential Property Prices Owner Occupied Housing Source: vdpresearch, own calculations 21

Monitoring Values Houses Condominiums 125 120 2008 = 100 125 120 2008 = 100 B M HH F 115 115 110 110 105 105 100 100 95 95 90 90 85 2008 2009 2010 2011 2012 85 2008 2009 2010 2011 2012 Source: vdpresearch 22

Distribution of the price trend for condominiums in 412 districts in 2011/12 35% 30% 30,0% Relative Häufigkeit Relative frequency No price bubble in Germany! 25% 20% 15% 14,3% 22,8% 13,3% Berlin Hamburg Munich 10% 5% 0% 9,2% 4,6% 2,9% 1,5% 0,7% 0,2% 0,2% 0,2% -4-3 -2-1 0 1 2 3 4 5 6 7 8 9 10 Prices for condominiums: Change in 2011 compared to previous year in % Preise f ür Eigentumswohnungen: Veränderung in 2011 gegenüber Vorjahr in % Frankfurt/M., Heidelberg, Sylt / North F riesland

Prognosis residential market Prognosis approach residential rent for new contracts private households r ental housing stock tenant rate market tension g eneral price development l ong-term Interest rate - + + n ew contract rent r esidential (previous period) + New contract rent residential

House prices vs. Rents: Prognosis Ownership rate: 0,46 % Tenancy rate: 0,54 % Prognosis for house prices Prognosis of new contract rents 120 100 Index (left-hand scale) 25 20 140 120 Index (left-hand scale) 25 20 2000 = 100 80 60 40 YoY (right-hand scale) 15 10 5 2000 = 100 100 80 60 40 YoY (right-hand scale) 15 10 5 20 0 1975 1977 1979 1981 1983 1985 1987 1989 1991 1993 1995 1997 1999 2001 2003 2005 2007 2009 2011 2013 2015 percentage change 20 0 0 1975 1977 1979 1981 1983 1985 1987 1989 1991 1993 1995 1997 1999 2001 2003 2005 2007 2009 2011 2013 2015 percentage change 0 vdpresearch Forecast vdpresearch Forecast

USA - Development of the Market Indicators Indicator 2002 2003 2004 2005 2006 2007 2008 2009 Rent Index 2005 = 100 Cap Rate Value Index in percent 2005 = 100 103,9 96,5 94,6 100,0 108,6 119,2 123,5 108,7 9,0 8,5 7,9 7,3 7,0 6,5 7,1 8,3 84,2 83,1 87,8 100,0 114,2 133,7 127,5 95,6 changes of the previous year in % -1,3-1,3 5,7 13,9 14,2 17,1-4,6-25,0 Result of - rent in percentage - Cap Rate in percentage - interactive effects in percentage -3,7-7,1-2,0 5,7 8,6 9,8 3,7-12,0 2,5 6,3 7,8 7,7 5,2 6,6-8,0-14,8-0,1-0,4-0,2 0,4 0,4 0,6-0,3 1,8

Summary A unique feature of the vdp transactions database is the fact that besides the transaction price the database also contains the price building characterics. Due to new participating banks the database will increase at a higher rate. We have received the first delivery of transaction data (about 1.1 Mio. datasets) from the National Association of Cooperative Banks (BVR) in September 2013. BVR members represent about 20% of market volume in real estate financing. All vdp price indices are published quarterly, six weeks after end of the preceding quarter on the vdp and vdpresearch websites. 27

www.vdpresearch.de 28