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UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 2: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 3: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 4: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 5: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 6: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 7: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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(𝐼

𝐾)

𝑖𝑡= 𝛽0 + 𝛽1 (

𝐼

𝐾)

𝑖𝑡−1+ 𝛽2 (

𝑆

𝐾)

𝑖𝑡−1+ 𝛽3 (

𝜋

𝐾)

𝑖𝑡−1+ 𝛽4 (

𝐹

𝐾)

𝑖𝑡−1

+ 𝛽5 (𝜋𝐹

𝐾)

𝑖𝑡−1+ 𝛽𝑡 + 𝜀𝑖𝑡

𝜋𝐹

Β

ε

(𝐼

𝐾)

𝑖𝑡= 𝛽0 + 𝛽1 (

𝐼

𝐾)

𝑖𝑡−1+ 𝛽2 (

𝑆

𝐾)

𝑖𝑡−1+ 𝛽3 (

𝜋

𝐾)

𝑖𝑡−1+ 𝛽4 (

𝐹

𝐾)

𝑖𝑡−1+ 𝛽5 (

𝜋𝐹

𝐾)

𝑖𝑡−1

+ 𝛽6 [(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷𝑛]

𝑡−1

+ 𝛽𝑡 + 𝜀𝑖𝑡

β β β

Page 8: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 9: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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0.25

0.30

0.35

0.40

0.45

0.50

0.55

1995 1997 1999 2001 2003 2005 2007 2009 2011 2013 2015

USA Europe UK Japan

Page 10: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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0.25

0.30

0.35

0.40

0.45

0.50

0.55

1995 1997 1999 2001 2003 2005 2007 2009 2011 2013 2015

Developing BRICS S. Korea S. Africa India China

Page 11: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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0.30

0.35

0.40

0.45

0.0

1.0

2.0

3.0

4.0

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.001

0.011

0.021

0.031

0.041

0.051

0.00

0.10

0.20

0.30

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF /K (right axis)

0.3

0.35

0.4

0.45

0.5

0

0.5

1

1.5

2

2.5

3

3.5

4

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.015

0.025

0.035

0.045

0.055

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

19

95

19

98

20

00

20

02

20

04

20

06

20

08

20

10

20

12

20

14

I/K F/K πF/K (right axis)

Page 12: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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0.25

0.30

0.35

0.40

0.45

0.50

0.5

1.0

1.5

2.0

2.5

3.0

3.5

4.0

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.000

0.010

0.020

0.030

0.040

0.050

0.060

0.00

0.10

0.20

0.30

0.40

0.50

0.60

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF /K (right axis)

0.25

0.30

0.35

0.40

0.45

0.50

0.55

0.0

0.5

1.0

1.5

2.0

2.5

3.0

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.000

0.003

0.006

0.009

0.012

0.015

0.018

0.021

0.00

0.05

0.10

0.15

0.20

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF/K (right axis)

0.30

0.35

0.40

0.45

0.50

0.0

0.5

1.0

1.5

2.0

2.5

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π

0.001

0.006

0.011

0.016

0.021

0.026

0.031

0.036

0.00

0.05

0.10

0.15

0.20

0.25

0.30

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K

Page 13: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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0.3

0.35

0.4

0.45

0.5

0.55

0

0.5

1

1.5

2

2.5

3

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0

0.01

0.02

0.03

0.04

0

0.1

0.2

0.3

0.4

0.5

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF/K (right axis)

0.30

0.35

0.40

0.45

0.50

0.0

0.5

1.0

1.5

2.0

2.5

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.00

0.01

0.02

0.03

0.04

0.05

0.00

0.05

0.10

0.15

0.20

0.25

0.30

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF /K (right axis)

0.30

0.35

0.40

0.45

0.50

0.55

0.0

0.5

1.0

1.5

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.00

0.02

0.04

0.06

0.08

0.10

0.12

0.00

0.10

0.20

0.30

0.40

0.50

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF /K (right axis)

Page 14: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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0.30

0.35

0.40

0.45

0.50

0.00

0.50

1.00

1.50

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

0.03

0.04

0.04

0.05

0.05

0.06

0.06

0.07

0.00

0.05

0.10

0.15

0.20

0.25

0.30

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF/K (right axis)

0.30

0.35

0.40

0.45

0.50

0.55

0.0

0.5

1.0

1.5

2.0

2.5

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

FA/K I/π (right axis)

-0.02

0.01

0.03

0.05

0.07

0.09

0.00

0.05

0.10

0.15

0.20

0.25

0.30

0.35

19

95

19

97

19

99

20

01

20

03

20

05

20

07

20

09

20

11

20

13

20

15

I/K F/K πF/K (right axis)

Page 15: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 16: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 17: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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USA Europe BRICS Japan Developing

and Emerging

S. Korea S. Africa India China

(𝐼

𝐾)

𝑡−1

0.327*** (0.000)

0.398*** (0.000)

0.320*** (0.000)

0.219*** (0.000)

0.355*** (0.000)

0.287*** (0.000)

0.308*** (0.000)

0.486*** (0.000)

0.154* (0.092)

(𝑆

𝐾)

𝑡−1

0.397*** (0.000)

0.317** (0.002)

0.359*** (0.000)

1.111*** (0.000)

0.349*** (0.000)

0.720*** (0.000)

0.220*** (0.021)

0.367* (0.098)

0.422** (0.028)

(𝜋

𝐾)

𝑡−1

0.050*** (0.000)

0.022 (0.112)

0.044*** (0.017)

0.011 (0.640)

0.043*** (0.001)

0.004 (0.880)

0.040 (0.316)

0.054 (0.236)

0.055 (0.374)

(𝐹

𝐾)

𝑡−1

-0.072*** (0.000)

-0.059*** (0.008)

-0.137*** (0.001)

-0.276** (0.024)

-0.097*** (0.000)

-0.078** (0.013)

-0.119*** (0.001)

-0.065 (0.623)

-0.110 (0.192)

(𝜋𝐹

𝐾)

𝑡−1

0.034 (0.171)

-0.061** (0.027)

-0.045* (0.097)

-0.074 (0.350)

0.017 (0.584)

0.021 (0.651)

-0.030 (0.480)

-0.136** (0.033)

0.134*** (0.009)

Number of observations

11948 22240 15164 16467 31983 6665 2057 8670 2781

Number of firms

1659 2846 3394 1941 6463 1245 230 1470 1414

Number of Instruments

29 29 29 29 29 29 29 29 29

p-value A-B test (AR2)

0.772 0.512 0.122 0.140 0.560 0.249 0.124 0.287 0.509

p-value Hansen test

0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682

Time effects yes yes yes yes yes yes yes yes yes

p-value Wald test for time effects

0.000 0.001 0.000 0.000 0.000 0.002 0.000 0.000 0.000

Page 18: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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USA Japan Developing

and Emerging S. Korea S. Africa

(𝐼

𝐾)

𝑡−1

0.348*** (0.000)

0.206*** (0.000)

0.360*** (0.000)

0.292*** (0.000)

0.324*** (0.000)

(𝑆

𝐾)

𝑡−1

0.377*** (0.000)

0.809** (0.000)

0.354*** (0.000)

0.705*** (0.000)

0.240** (0.015)

Page 19: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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(𝜋

𝐾)

𝑡−1

0.045*** (0.000)

0.045*** (0.000)

0.042*** (0.001)

0.024 (0.117)

0.034 (0.413)

(𝐹

𝐾)

𝑡−1

-0.051** (0.015)

)

-0.128 (0.235)

-0.091*** (0.000)

-0.076** (0.017)

-0.098*** (0.010)

(𝜋𝐹

𝐾)

𝑡−1

-0.255*** (0.000)

-0.899* (0.064)

-0.023 (0.439)

-1.262** (0.022)

-0.426* (0.077)

[(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷90]

𝑡−1

1.375** (0.012)

[(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷80]

𝑡−1

1.138** (0.031)

[(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷70]

𝑡−1

0.501*

(0.099)

[(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷60]

𝑡−1

0.425*** (0.001)

[(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷50]

𝑡−1

[(𝜋𝐹

𝐾)

𝑡−1∗ 𝐷40]

𝑡−1

-0.141*** (0.001)

Number of observations 11948 7652 31983 6665 2057

Number of firms 1659 1596 6463 1245 230

Number of Instruments 31 31 31 31 31

p-value A-B test (AR2) 0.897 0.269 0.611 0.168 0.159

p-value Hansen test 0.496 0.424 0.385 0.211 0.111

Time effects yes yes yes yes yes

p-value Wald test for time effects

0.000 0.000 0.000 0.001 0.000

p-value Wald test for β5+β6=0 0.002 0.012 0.002 0.001 0.038

Page 20: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Page 21: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Country/

group

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Europe 0.527 0.405 0.213 0.000 0.667 0.000 -0.098 0.400 -0.039 -0.101 0.457 -0.046

BRICS 0.528 0.391 0.207 0.065 0.066 0.004 -0.201 0.196 -0.053 -0.066 0.804 -0.053

India 0.714 0.317 0.226 0.000 0.125 0.000 0.000 -0.512 0.000 -0.265 -0.828 0.219

China 0.499 0.624 0.311 0.000 0.072 0.000 0.000 -0.880 0.000 0.158 0.251 0.040

S/K π/K F/K π F /K

Country/groupLong-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

Long-run

coefficient

Actual

cumulative

change

Economic

Effect

USA 0.578 0.199 0.115 0.069 0.180 0.012 -0.078 0.284 -0.022 -0.391 0.067 -0.026 0.261 0.030 0.008

Japan 1.019 0.322 0.328 0.057 0.402 0.023 0.000 0.133 0.000 -1.132 -0.004 0.005 0.301 0.221 0.067

Developing and Emerging 0.553 0.474 0.262 0.066 0.427 0.028 -0.142 0.909 -0.129 0.000 0.185 0.000 -0.064 0.285 -0.018

S.Korea 0.996 0.337 0.335 0.000 0.111 0.000 -0.107 -0.262 0.028 -1.782 0.364 -0.648 0.160 0.468 0.075

S.Africa 0.355 0.424 0.151 0.000 0.376 0.000 -0.145 0.308 -0.045 -0.630 0.201 -0.127 0.111 0.213 0.024

π F /K (small)S/K π/K F/K π F /K (big)

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Symbol Variable Definition Worldscope Code

I Investment Addition to fixed assets WC04601

K Capital stock Net fixed capital stock WC02501

S Sales Net sales WC01001

π Profit rate Operating income WC01250

F Financial

Payments Interest + cash dividends paid

WC01251 +

WC04551

πF Non-operating

profit

Non-operating profit from interest and

dividends

WC01266 +

WC01268

FA Financial assets Cash, other investment, short-term

investment, other current assets

WC02003 + WC02250 +

WC02008 + WC02149

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Page 27: UNCTAD Research Paper: Financialisation and physical ... · 0.630 0.232 0.417 0.122 0.349 0.169 0.112 0.380 0.682 Time effects yes yes yes yes yesyes yes yes yes p-value Wald test

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Č