Browser history data;
Browsing activity concentration;
COVID-19;
Digital divide;
Gender;
Broadband internet speed;
D O I:
10.1007/s11151-025-10015-3
中图分类号:
学科分类号:
摘要:
We present the first objective evidence on how COVID-19 lockdowns affected internet browser usage in Africa: We use detailed digital trace data on PC-based and mobile-based browsing patterns of 316 Kenyans who had access to a PC. Our data cover the period before and during Kenya’s first national COVID-19 curfew, which was declared on March 25, 2020. We find that total daily browser usage increased by 41 minutes, or 15 percent of average browsing time, after the curfew started. We find no significant differences in total browsing time during the curfew by gender or by residence in high-speed versus low-speed broadband access areas. However, we do find gender differences in the content of browsing. Women’s time on YouTube and Netflix exceeded men’s from the start of our sample period, and the gender gap in Netflix browsing increased by 36 minutes daily, which corresponds to almost twice the average daily Netflix time in the sample. Men’s browsing became less concentrated during the curfew, across both domains and topics– but women’s did not. The degree of overlap in browsing between men and women also increased: This was likely due to men visiting sites that were previously exclusively visited by women. Across the entire sample, browsing of Kenyan domains dropped significantly relative to that of non-Kenyan domains, which indicates greater reliance on international content during this period of economic and social upheaval.
机构:
Carnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USACarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
Caulkins, Jonathan P.
Grass, Dieter
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Int Inst Appl Syst Anal IIASA, Schlosspl 1, A-2361 Laxenburg, AustriaCarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
Grass, Dieter
Feichtinger, Gustav
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TU Wien, Dept Operat Res & Control Syst, Inst Stat & Math Methods Econ, Wiedner Hauptstr 8, A-1040 Vienna, Austria
Univ Vienna, Wittgenstein Ctr Demog & Global Human Capital IIA, OeAW, Vordere Zollamtsstr 3, A-1030 Vienna, AustriaCarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
Feichtinger, Gustav
Hartl, Richard F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vienna, Dept Business Decis & Analyt, Oskar Morgenstern Pl 1, A-1090 Vienna, AustriaCarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
机构:
Univ Vienna, Wittgenstein Ctr Demog & Global Human Capital IIA, OeAW, Vordere Zollamtsstr 3, A-1030 Vienna, Austria
TU Wien, Inst Stat & Math Methods Econ, Res Grp Econ, Wiedner Hauptstr 8, A-1040 Vienna, AustriaCarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
Prskawetz, Alexia
Seidl, Andrea
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vienna, Dept Business Decis & Analyt, Oskar Morgenstern Pl 1, A-1090 Vienna, AustriaCarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
Seidl, Andrea
Wrzaczek, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vienna, Wittgenstein Ctr Demog & Global Human Capital IIA, OeAW, Vordere Zollamtsstr 3, A-1030 Vienna, AustriaCarnegie Mellon Univ, Heinz Coll, 4800 Forbes Ave, Pittsburgh, PA 15213 USA
机构:
Leeds Beckett Univ, Carnegie Sch Sport, Ctr Social Justice Sport & Soc, Leeds, W Yorkshire, EnglandLeeds Beckett Univ, Carnegie Sch Sport, Ctr Social Justice Sport & Soc, Leeds, W Yorkshire, England
Fitzgerald, Hayley
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Stride, Annette
Drury, Scarlett
论文数: 0引用数: 0
h-index: 0
机构:
Leeds Beckett Univ, Carnegie Sch Sport, Ctr Social Justice Sport & Soc, Leeds, W Yorkshire, EnglandLeeds Beckett Univ, Carnegie Sch Sport, Ctr Social Justice Sport & Soc, Leeds, W Yorkshire, England
机构:
Univ South Africa, SARChI Chair Social Policy, Robert Sobukwe Bldg,4th Floor,263 Nana Sita St, ZA-0002 Pretoria, Tshwane, South AfricaUniv South Africa, SARChI Chair Social Policy, Robert Sobukwe Bldg,4th Floor,263 Nana Sita St, ZA-0002 Pretoria, Tshwane, South Africa
机构:
Ctr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, ArgentinaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Pujol-Lereis, Virginia A.
Flores, Alan
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Univ Joan XXIII, Stroke Unit, Neurol Dept, Tarragon, SpainCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Flores, Alan
Barboza, Miguel A.
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Dr Rafael Calderon Guardia CCSS, Neurosci Dept, San Jose, Costa RicaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Barboza, Miguel A.
Abanto-Argomedo, Carlos
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl Ciencias Neurol, Dept Enfermedades Neurovasc, Lima, PeruCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Abanto-Argomedo, Carlos
Amaya, Pablo
论文数: 0引用数: 0
h-index: 0
机构:
Fdn Valle Lili, Neurol Deparment, Stroke Program, Cali, ColombiaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Amaya, Pablo
Bayona, Hernan
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Univ Fdn Santa Fe Bogota, Ctr ACV, Bogota, ColombiaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Bayona, Hernan
Bonardo, Pablo
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Britan Buenos Aires, Serv Neurol, Buenos Aires, DF, ArgentinaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Bonardo, Pablo
Diaz-Escobar, Luis
论文数: 0引用数: 0
h-index: 0
机构:
FCM UNA, Hosp Clin, Unidad Ictus, San Lorenzo, ParaguayCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Diaz-Escobar, Luis
Gomez-Schneider, Maia
论文数: 0引用数: 0
h-index: 0
机构:
Sanatorio Los Arcos, Inst Neurol & Neurocirugia, Buenos Aires, DF, ArgentinaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Gomez-Schneider, Maia
Gongora-Rivera, Fernando
论文数: 0引用数: 0
h-index: 0
机构:
Univ Autonoma Nuevo Leon, Serv Neurol, Hosp Univ Jose Eleuterio Gonzalez, Monterrey, Mexico
Univ Autonoma Nuevo Leon, Ctr Invest & Desarrollo Ciencias Salud CIDICS, Monterrey, MexicoCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Gongora-Rivera, Fernando
Lavados, Pablo M.
论文数: 0引用数: 0
h-index: 0
机构:
Clin Alemana Univ Desarrollo, Fac Med, Clin Alemana Santiago, Unidad Neurol Vasc,Serv Neurol,Dept Neurol & Psiq, Santiago, ChileCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Lavados, Pablo M.
Leon, Carolina
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Reg ISSSTE Dr Valentin Gomez Farias, Dept Neurol, Zapopan, MexicoCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Leon, Carolina
Luraschi, Adriana
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Dr Ignacio Pirovano, Serv Neurol, Unidad Stroke, Buenos Aires, DF, ArgentinaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Luraschi, Adriana
Manuel Marquez-Romero, Juan
论文数: 0引用数: 0
h-index: 0
机构:
Inst Mexicano Seguro Social, Hosp Gen Zona 2, Dept Neurol, Aguascalientes, Aguascalientes, MexicoCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Manuel Marquez-Romero, Juan
Ouriques-Martins, Sheila C.
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Moinhos Vento, Dept Neurol, Porto Alegre, RS, BrazilCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Ouriques-Martins, Sheila C.
Hugo Navia, Victor
论文数: 0引用数: 0
h-index: 0
机构:
Clin Alemana Univ Desarrollo, Hosp Padre Hurtado, Fac Med, SSMSO, Santiago, ChileCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Hugo Navia, Victor
Ruiz-Franco, Angelica
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Juarez, Serv Neurol, Ciudad De Mexico, MexicoCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Ruiz-Franco, Angelica
Angel Vences, Miguel
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Nacl Edgardo Rebagliati Martins, Dept Neurol, Lima, PeruCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Angel Vences, Miguel
Cristina Zurru, Maria
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Italiano Buenos Aires, Serv Neurol, Buenos Aires, DF, ArgentinaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Cristina Zurru, Maria
Arauz, Antonio
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl Neurol & Neurocirugia Manuel Velasco Su, Clin Enfermedad Vasc Cerebral, Ciudad De Mexico, MexicoCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
Arauz, Antonio
Ameriso, Sebastian F.
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, ArgentinaCtr Integral Neurol Vasc, Dept Neurol Vasc, Buenos Aires, DF, Argentina
机构:
Univ Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Univ Med & Pharm Ho Chi Minh City, Univ Med Ctr, Dept Outpatient, Ho Chi Minh City, VietnamUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Sy Van Hoang
Kha Minh Nguyen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Univ Med & Pharm Ho Chi Minh City, Univ Med Ctr, Dept Outpatient, Ho Chi Minh City, VietnamUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Kha Minh Nguyen
Hoa Thi Anh Le
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Univ Med Ctr, Dept Outpatient, Ho Chi Minh City, VietnamUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Hoa Thi Anh Le
Au Thanh Tung
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Univ Med Ctr, Dept Outpatient, Ho Chi Minh City, VietnamUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Au Thanh Tung
Phat Vuong Tien Huynh
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Irvine Med Ctr, Dept Internal Med, Orange, CA 92668 USAUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Phat Vuong Tien Huynh
Truong Van Le
论文数: 0引用数: 0
h-index: 0
机构:
Tradit Med Hosp, Hanoi, VietnamUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Truong Van Le
Khoa Le Anh Huynh
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Commonwealth Univ, Dept Biostat, Sch Med, Richmond, VA 23284 USAUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Khoa Le Anh Huynh
Vuong, Nicole
论文数: 0引用数: 0
h-index: 0
机构:
Amer Univ Caribbean, Sch Med, Cupecoy, Sint MaartenUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Vuong, Nicole
Dhouibi, Nacir
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tunis El Manar, Fac Med Tunis, Djebal Lakhdhar St, Tunis, TunisiaUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Dhouibi, Nacir
Huy Tien Nguyen
论文数: 0引用数: 0
h-index: 0
机构:
Nagasaki Univ, Sch Trop Med & Global Hlth, Nagasaki 8528523, JapanUniv Med & Pharm Ho Chi Minh City, Fac Med, Dept Internal Med, Ho Chi Minh City, Vietnam
Huy Tien Nguyen
JOURNAL OF INFECTION IN DEVELOPING COUNTRIES,
2022,
16
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: 268
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