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Introduction to the Data Lab

  • Introduction to the Data Lab

Analytics

  • Analytics: Introduction
  • Maritime Choke Point Trends Monitor
    • Choke Point Notebook
  • Port Call Trends Monitor
    • Ports Notebook
  • Conflict Location and Trends Monitor
    • Conflict in the Red Sea
    • Conflict in the Persian Gulf
  • Port Disruption Spillover Estimates
    • Global Port Spillover Estimator
  • Economic Impacts on Tourism
    • Estimating Activity Through Point of Interest Visits Using Mobility Data
  • Greenhouse Gas Emissions Estimation
    • Data Extraction
    • Sea Routes
    • Process AIS Dataset
    • Data Analysis

Insights and Indicators

  • Shipping and Conflict
  • Shipping and Freight Rate

Additional Resources

  • Additional Resources

Acknowledgements

  • Project Team and Acknowedgements
  • Repository
  • Suggest edit
  • Open issue
  • .md

Port Call Trends Monitor

Contents

  • Data
    • Weekly Trade Charts
      • Djibouti
      • Egypt
      • Jordan
      • Saudi Arabia
      • Yemen
  • Methodology
    • Reference Period
      • Djibouti
      • Egypt
      • Jordan
      • Saudi Arabia
      • Yemen
  • Summary Statistics
    • Monthly Averages by Time Period
    • Monthly Averages by Time Period, % Change from Baseline
  • Summary Charts
    • Absolute Difference from Baseline
    • Percentage Change from Baseline
  • Implementation

Port Call Trends Monitor#

This section examines how AIS-derived trade estimates have evolved in ports along the Red Sea given the conflict in the Middle East and the escalating attacks in the Red Sea.

Data#

We process daily estimated trade (imports and exports) since 2019 from the IMF’s PortWatch platform for e following ports: Aden, Al Ahmadi, Al Aqabah, Al Mukalla, As Suways, Djibouti, Duba. Duba Bulk Plant Tanker Terminal, El-Adabiya, Jiddah, Jiddah Oil, King Fahd Port, North Ain Sukhna Port, Rabigh, Safaga, and Yanbu. As of this date, the latest data point available is February 19th, 2024.

The location of these ports can be verified in the following interactive map within the notebook.

Since the data is daily and there multiple days with no trade, we first resample the data to weekly sums. The following charts show the estimated trade volumes by port. The vertical dotted lines mark the beginning of key periods of interest highlighted by the team.

  • Middle East conflict: October 7th

  • Red Sea crisis: November 17th

Weekly Trade Charts#

Djibouti#

Overview

Egypt#

Overview

Overview

Overview

Overview

Jordan#

Overview

Saudi Arabia#

Overview

Overview

Overview

Overview

Overview

Overview

Overview

Yemen#

Overview

Overview

Overview

Methodology#

Given the numerous weeks with no trade data in the PorWatch dataset, we resample the data to the monthly frequency using the sum value.

Reference Period#

We use the same reference period as in the choke points analysis: January 1st 2022 up to October 6th 2023. We calculate monthly historical averages based on this time period.

The following charts show trade volume for each port, separating imports and exports, and includes trend lines from the historical average data (blue for imports, red for exports).

Djibouti#

Overview

Egypt#

Overview

Overview

Overview

Overview

Jordan#

Overview

Saudi Arabia#

Overview

Overview

Overview

Overview

Overview

Overview

Overview

Yemen#

Overview

Overview

Overview

Summary Statistics#

From this monthly data, we follow a similar methodology as the last section of the choke points analysis, and calculate monthly average values for each time period of interest.

  • Baseline: January 1st, 2022 – October 6th, 2023

  • Middle East Conflict: October 7th, 2023 - November 16th, 2023

  • Red Sea Crisis: November 17th, 2023 - February 19th, 2024

The tables below are also accessible through the Project’s Sharepoint Folder.

Monthly Averages by Time Period#

Country

Port

Period

Cargo Import

Cargo Export

Tanker Import

Tanker Export

Total Import

Total Export

Djibouti

Djibouti

Reference

496,248

36,378

158,454

12,919

654,701

49,297

Djibouti

Djibouti

Middle East Conflict

506,081

49,468

120,205

4,083

626,285

53,550

Djibouti

Djibouti

Red Sea Crisis

401,003

77,485

139,392

17,145

540,395

94,630

Egypt

As Suways

Reference

4,648

5,132

783

1,127

5,430

6,259

Egypt

As Suways

Middle East Conflict

5,706

0

0

0

5,706

0

Egypt

As Suways

Red Sea Crisis

7,646

2,240

0

10,066

7,646

12,305

Egypt

El-Adabiya

Reference

56,300

108,538

69,385

3,448

125,684

111,986

Egypt

El-Adabiya

Middle East Conflict

63,403

151,135

83,762

0

147,165

151,135

Egypt

El-Adabiya

Red Sea Crisis

28,988

94,023

53,572

2,974

82,560

96,997

Egypt

North Ain Sukhna Port

Reference

417,506

71,741

308,919

72,642

726,425

144,382

Egypt

North Ain Sukhna Port

Middle East Conflict

478,392

161,099

173,284

33,503

651,676

194,602

Egypt

North Ain Sukhna Port

Red Sea Crisis

244,003

85,297

173,403

18,870

417,407

104,167

Egypt

Safaga

Reference

73,386

75,320

93

0

73,480

75,320

Egypt

Safaga

Middle East Conflict

87,906

84,162

0

0

87,906

84,162

Egypt

Safaga

Red Sea Crisis

108,730

45,784

0

0

108,730

45,784

Jordan

Al Aqabah

Reference

505,767

392,247

120,238

34,849

626,004

427,096

Jordan

Al Aqabah

Middle East Conflict

323,566

190,369

94,285

33,673

417,850

224,042

Jordan

Al Aqabah

Red Sea Crisis

211,418

183,203

33,706

12,891

245,124

196,094

Saudi Arabia

Duba

Reference

11,470

12,741

0

0

11,470

12,741

Saudi Arabia

Duba

Middle East Conflict

9,502

0

0

0

9,502

0

Saudi Arabia

Duba

Red Sea Crisis

17,484

9,306

0

0

17,484

9,306

Saudi Arabia

Duba Bulk Plant Tanker Terminal

Reference

0

0

66,926

6,994

66,926

6,994

Saudi Arabia

Duba Bulk Plant Tanker Terminal

Middle East Conflict

0

0

24,267

0

24,267

0

Saudi Arabia

Duba Bulk Plant Tanker Terminal

Red Sea Crisis

0

0

37,549

3,833

37,549

3,833

Saudi Arabia

Jiddah

Reference

1,116,323

433,499

304,485

17,406

1,420,808

450,905

Saudi Arabia

Jiddah

Middle East Conflict

1,241,235

496,755

309,465

37,136

1,550,700

533,890

Saudi Arabia

Jiddah

Red Sea Crisis

672,842

280,059

317,287

21,873

990,128

301,932

Saudi Arabia

Jiddah Oil

Reference

0

0

336,104

4,674

336,104

4,674

Saudi Arabia

Jiddah Oil

Middle East Conflict

0

0

428,958

0

428,958

0

Saudi Arabia

Jiddah Oil

Red Sea Crisis

0

0

213,399

29,017

213,399

29,017

Saudi Arabia

King Fahd Port

Reference

72,768

134,102

486,407

1,929,692

559,175

2,063,794

Saudi Arabia

King Fahd Port

Middle East Conflict

44,789

104,329

249,356

1,865,661

294,144

1,969,990

Saudi Arabia

King Fahd Port

Red Sea Crisis

71,688

99,701

230,213

1,328,270

301,901

1,427,971

Saudi Arabia

Rabigh

Reference

515,971

384,649

219,304

305,019

735,276

689,669

Saudi Arabia

Rabigh

Middle East Conflict

443,722

364,038

165,869

353,272

609,591

717,310

Saudi Arabia

Rabigh

Red Sea Crisis

163,975

154,983

171,208

178,847

335,183

333,830

Saudi Arabia

Yanbu

Reference

127,704

76,367

9,543

346

137,247

76,713

Saudi Arabia

Yanbu

Middle East Conflict

89,140

20,167

8,558

0

97,699

20,167

Saudi Arabia

Yanbu

Red Sea Crisis

53,960

34,242

9,699

0

63,660

34,242

Yemen

Aden

Reference

216,989

9,666

39,819

5,311

256,807

14,976

Yemen

Aden

Middle East Conflict

163,033

3,116

28,444

1,143

191,477

4,259

Yemen

Aden

Red Sea Crisis

126,452

2,986

21,000

0

147,452

2,986

Yemen

Al Ahmadi

Reference

135,216

16,457

48,057

3,093

183,273

19,549

Yemen

Al Ahmadi

Middle East Conflict

231,323

12,617

61,260

18,770

292,584

31,387

Yemen

Al Ahmadi

Red Sea Crisis

204,161

4,418

26,095

2,635

230,256

7,052

Yemen

Al Mukalla

Reference

18,541

3,350

7,391

1,223

25,932

4,574

Yemen

Al Mukalla

Middle East Conflict

17,786

531

19,324

0

37,110

531

Yemen

Al Mukalla

Red Sea Crisis

6,605

0

9,136

0

15,741

0

Monthly Averages by Time Period, % Change from Baseline#

The following table shows the difference in monthly average values (% change from baseline period).

Country

Port

Period

Cargo Import

Cargo Export

Tanker Import

Tanker Export

Total Import

Total Export

Yemen

Aden

Middle East Conflict

-24.87%

-67.76%

-28.57%

-78.48%

-25.44%

-71.56%

Yemen

Aden

Red Sea Crisis

-41.72%

-69.11%

-47.26%

-100.00%

-42.58%

-80.06%

Yemen

Al Ahmadi

Middle East Conflict

71.08%

-23.33%

27.47%

506.90%

59.64%

60.55%

Yemen

Al Ahmadi

Red Sea Crisis

50.99%

-73.16%

-45.70%

-14.81%

25.64%

-63.93%

Yemen

Al Mukalla

Middle East Conflict

-4.07%

-84.15%

161.44%

-100.00%

43.10%

-88.39%

Yemen

Al Mukalla

Red Sea Crisis

-64.38%

-100.00%

23.61%

-100.00%

-39.30%

-100.00%

Jordan

Al Aqabah

Middle East Conflict

-36.02%

-51.47%

-21.58%

-3.37%

-33.25%

-47.54%

Jordan

Al Aqabah

Red Sea Crisis

-58.20%

-53.29%

-71.97%

-63.01%

-60.84%

-54.09%

Egypt

As Suways

Middle East Conflict

22.77%

-100.00%

-100.00%

-100.00%

5.08%

-100.00%

Egypt

As Suways

Red Sea Crisis

64.50%

-56.36%

-100.00%

793.46%

40.80%

96.61%

Egypt

El-Adabiya

Middle East Conflict

12.62%

39.25%

20.72%

-100.00%

17.09%

34.96%

Egypt

El-Adabiya

Red Sea Crisis

-48.51%

-13.37%

-22.79%

-13.74%

-34.31%

-13.38%

Egypt

North Ain Sukhna Port

Middle East Conflict

14.58%

124.56%

-43.91%

-53.88%

-10.29%

34.78%

Egypt

North Ain Sukhna Port

Red Sea Crisis

-41.56%

18.90%

-43.87%

-74.02%

-42.54%

-27.85%

Egypt

Safaga

Middle East Conflict

19.79%

11.74%

-100.00%

nan%

19.63%

11.74%

Egypt

Safaga

Red Sea Crisis

48.16%

-39.21%

-100.00%

nan%

47.97%

-39.21%

Djibouti

Djibouti

Middle East Conflict

1.98%

35.98%

-24.14%

-68.40%

-4.34%

8.63%

Djibouti

Djibouti

Red Sea Crisis

-19.19%

113.00%

-12.03%

32.71%

-17.46%

91.96%

Saudi Arabia

Duba

Middle East Conflict

-17.15%

-100.00%

nan%

nan%

-17.15%

-100.00%

Saudi Arabia

Duba

Red Sea Crisis

52.44%

-26.96%

nan%

nan%

52.44%

-26.96%

Saudi Arabia

Duba Bulk Plant Tanker Terminal

Middle East Conflict

nan%

nan%

-63.74%

-100.00%

-63.74%

-100.00%

Saudi Arabia

Duba Bulk Plant Tanker Terminal

Red Sea Crisis

nan%

nan%

-43.89%

-45.20%

-43.89%

-45.20%

Saudi Arabia

Jiddah

Middle East Conflict

11.19%

14.59%

1.64%

113.36%

9.14%

18.40%

Saudi Arabia

Jiddah

Red Sea Crisis

-39.73%

-35.40%

4.20%

25.67%

-30.31%

-33.04%

Saudi Arabia

Jiddah Oil

Middle East Conflict

nan%

nan%

27.63%

-100.00%

27.63%

-100.00%

Saudi Arabia

Jiddah Oil

Red Sea Crisis

nan%

nan%

-36.51%

520.83%

-36.51%

520.83%

Saudi Arabia

King Fahd Port

Middle East Conflict

-38.45%

-22.20%

-48.74%

-3.32%

-47.40%

-4.55%

Saudi Arabia

King Fahd Port

Red Sea Crisis

-1.48%

-25.65%

-52.67%

-31.17%

-46.01%

-30.81%

Saudi Arabia

Rabigh

Middle East Conflict

-14.00%

-5.36%

-24.37%

15.82%

-17.09%

4.01%

Saudi Arabia

Rabigh

Red Sea Crisis

-68.22%

-59.71%

-21.93%

-41.37%

-54.41%

-51.60%

Saudi Arabia

Yanbu

Middle East Conflict

-30.20%

-73.59%

-10.32%

-100.00%

-28.82%

-73.71%

Saudi Arabia

Yanbu

Red Sea Crisis

-57.75%

-55.16%

1.64%

-100.00%

-53.62%

-55.36%

Summary Charts#

The following charts sort all ports by the greatest differences (absolute and relative) observed in the tables above. We use the monthly averages calculated for the Red Sea Crisis time period and the baseline reference.

Absolute Difference from Baseline#

../../_images/import-difference.jpeg

Fig. 5 Difference in Import Volume during Red Sea Crisis#

../../_images/export-difference.jpeg

Fig. 6 Difference in Export Volume during Red Sea Crisis#

Percentage Change from Baseline#

../../_images/import-pct-change.jpeg

Fig. 7 Percent Change in Import Volume during Red Sea Crisis#

../../_images/export-pct-change.jpeg

Fig. 8 Percent Change in Export Volume during Red Sea Crisis#

Implementation#

  • Notebook to create charts and tables

previous

Choke Point Notebook

next

Ports Notebook

Contents
  • Data
    • Weekly Trade Charts
      • Djibouti
      • Egypt
      • Jordan
      • Saudi Arabia
      • Yemen
  • Methodology
    • Reference Period
      • Djibouti
      • Egypt
      • Jordan
      • Saudi Arabia
      • Yemen
  • Summary Statistics
    • Monthly Averages by Time Period
    • Monthly Averages by Time Period, % Change from Baseline
  • Summary Charts
    • Absolute Difference from Baseline
    • Percentage Change from Baseline
  • Implementation

By Data Lab

Last updated on Oct 21, 2024.

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