Replication Data for: Looking to the Skies: Operation Unified Protector and the Strategy of Aerial Intervention (doi:10.7910/DVN/QLQ3YK)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

Replication Data for: Looking to the Skies: Operation Unified Protector and the Strategy of Aerial Intervention

Identification Number:

doi:10.7910/DVN/QLQ3YK

Distributor:

Harvard Dataverse

Date of Distribution:

2023-11-22

Version:

1

Bibliographic Citation:

Interactions, International, 2023, "Replication Data for: Looking to the Skies: Operation Unified Protector and the Strategy of Aerial Intervention", https://doi.org/10.7910/DVN/QLQ3YK, Harvard Dataverse, V1, UNF:6:8q2zf/MjMVQiMeSzdCtkjA== [fileUNF]

Study Description

Citation

Title:

Replication Data for: Looking to the Skies: Operation Unified Protector and the Strategy of Aerial Intervention

Identification Number:

doi:10.7910/DVN/QLQ3YK

Authoring Entity:

Interactions, International (University of Pittsburgh)

Distributor:

Harvard Dataverse

Access Authority:

Interactions, International

Depositor:

Interactions, International

Date of Deposit:

2023-08-09

Holdings Information:

https://doi.org/10.7910/DVN/QLQ3YK

Study Scope

Keywords:

Social Sciences, Military Intervention, Airpower, Libya, Civil war, Africa, Conflict

Abstract:

What are the different ways in which an intervener can use airpower to enhance a rebel organ-ization’s ability to capture government-held territory? Multiple studies have analyzed how foreign airpower can be employed as a counterinsurgency tool, intended to reduce the frequency and lethality of insurgent attacks. However, many civil wars are fought conventional-ly, and non-state actors can benefit from military interventions that helps them to overcome the advantage in capabilities often enjoyed by their government adversaries. I analyze how airpower can be used in support of a rebel organization engaged in a conventional civil war, contributing to its ability to produce salient battlefield information. I argue that that an inter-vener can employ direct attack against heavy weapons and anti-aircraft assets, and interdiction of command and control capabilities and logistics, in order to diminish the government’s ad-vantage in conventional capabilities. In doing so, foreign airpower contributes to the rebels’ ability to capture territory, a crucial intermediary goal and source of battlefield information when attempting to impose defeat on the government. Through a quantitative case study of Operation Unified Protector and the 2011 Libyan Civil War, I find that coalition airstrikes against the Libyan government’s heavy weapons, logistics, and anti-aircraft assets contributed to the Libyan rebels’ ability to capture territory. By contrast, strikes against the government’s command and control capabilities had no effect.

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

File Description--f7283572

File: LtS_dataset.tab

  • Number of cases: 5522

  • No. of variables per record: 51

  • Type of File: text/tab-separated-values

Notes:

UNF:6:8q2zf/MjMVQiMeSzdCtkjA==

Variable Description

List of Variables:

  • obs_id - Observation ID
  • date - Date day-month-year
  • district_id - District ID number
  • district_name - District name
  • rebel_capture - Rebel territorial capture
  • govt_capture - Government territorial capture
  • outcome_location - Name(s) of settlement(s) captured
  • heavyweap - Heavy weapons hit in district
  • heavyweap_3 - Heavy weapons hit in district over 3 days
  • heavyweap_7 - Heavy weapons hit in district over 7 days
  • heavyweap_14 - Heavy weapons hit in district over 14 days
  • antiair - Anti-aircraft assets hit in district
  • antiair_3 - Anti-aircraft assets hit in district over 3 days
  • antiair_7 - Anti-aircraft assets hit in district over 7 days
  • antiair_14 - Anti-aircraft assets hit in district over 14 days
  • comcont - Command and control assets hit in district
  • comcont_3 - Command and control assets hit in district over 3 days
  • comcont_7 - Command and control assets hit in district over 7 days
  • comcont_14 - Command and control assets hit in district over 14 days
  • daily_cc - Command and control assets hit each calendar day
  • logistics - Logistics targets hit in district
  • logistics_3 - Logistics targets hit in district over 3 days
  • logistics_7 - Logistics targets hit in district over 7 days
  • logistics_14 - Logistics targets hit in district over 14 days
  • cont - Targets hit in contiguous districts
  • cont_3 - Targets hit in contiguous districts over 3 days
  • cont_7 - Targets hit in contiguous districts over 7 days
  • cont_14 - Targets hit in contiguous districts over 14 days
  • sorties - Sorties flown each calendar day
  • battle - Battle fought in district
  • fatalities - Fatalities in battles fought
  • population_density - District population density
  • ln_density - Log of population density
  • distance - Distance between district and Tripoli/Sirte
  • distance_dc - Distance between district capital and Tripoli/Sirte
  • ruggedness - Terrain ruggedness
  • low_ruggedness - Terrain ruggedness (low estimate)
  • high_ruggedness - Terrain ruggedness (high estimate)
  • conflict_duration - Conflict duration (days)
  • time - Time since last rebel capture
  • time2 - Time since last rebel capture (squared)
  • time3 - Time since last rebel capture (cubed)
  • c_rebel_capture - Rebel capture in contiguous districts
  • coastal - District located in coastal Libya
  • only_strikes - District hit by airstrikes
  • intervention - Dates after intervention began
  • sum_rebel_capture - Summary of rebel captures in district
  • sum_heavyweap - Summary of heavy weapons hit in district
  • sum_antiair - Summary of anti-air hit in district
  • sum_comcont - Summary of command and control hit in district
  • sum_logistics - Summary of logistics hit in district

Variables

Observation ID

f7283572 Location:

Variable Format: character

Notes: UNF:6:ukkhMI2KGwCAuzWcaMt5dQ==

Date day-month-year

f7283572 Location:

Variable Format: character

Notes: UNF:6:8nUCL+xorgijoMOEKaRcWw==

District ID number

f7283572 Location:

Summary Statistics: Mean 11.5; Valid 5522.0; StDev 6.344863303961073; Max. 22.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:cIVb3ZRlAAe4jqpdKEPrNw==

District name

f7283572 Location:

Variable Format: character

Notes: UNF:6:SQVNHLAxtu3CqWJlCVJlrw==

Rebel territorial capture

f7283572 Location:

Value

Label

Frequency

Text

0.

nochange

5413

1.

capture

109

Summary Statistics: StDev 0.1391153932652292; Max. 1.0; Mean 0.019739224918507676; Min. 0.0; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:VEwEEM4+4eZ3gvFCyhUHtQ==

Government territorial capture

f7283572 Location:

Value

Label

Frequency

Text

0.

nochange

5494

1.

capture

28

Summary Statistics: Min. 0.0; StDev 0.07103399959885433; Valid 5522.0; Max. 1.0; Mean 0.005070626584570812;

Variable Format: numeric

Notes: UNF:6:cnGnVW+5QuMkIS9GGBsDKA==

Name(s) of settlement(s) captured

f7283572 Location:

Variable Format: character

Notes: UNF:6:vK+vsC9Eh4K9AczkBAHMWQ==

Heavy weapons hit in district

f7283572 Location:

Summary Statistics: Max. 60.0; Min. 0.0; StDev 1.8375041053271435; Mean 0.3333936979355218; Valid 5522.0;

Variable Format: numeric

Notes: UNF:6:jFb3Isf/bMsDVhVCY3UeLw==

Heavy weapons hit in district over 3 days

f7283572 Location:

Summary Statistics: Mean 1.000181093806605; Max. 66.0; Min. 0.0; StDev 3.9735358900435327; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:yMGigpeBHlSe+tb+KEWZAg==

Heavy weapons hit in district over 7 days

f7283572 Location:

Summary Statistics: Mean 2.3241579137993424; Valid 5522.0; StDev 7.656922709209152; Max. 101.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:oQtaiMLzvnTn9c9Z5QvBHw==

Heavy weapons hit in district over 14 days

f7283572 Location:

Summary Statistics: Valid 5522.0; Min. 0.0; StDev 13.583762947970316; Mean 4.6242303513220735; Max. 159.0

Variable Format: numeric

Notes: UNF:6:fypDgQAzt3s6rSJnzyOk2g==

Anti-aircraft assets hit in district

f7283572 Location:

Summary Statistics: Valid 5522.0; Max. 26.0; StDev 1.0150750123131314; Mean 0.14759145237233107; Min. 0.0

Variable Format: numeric

Notes: UNF:6:VL3pWGotDxq4xeEC8cxzyA==

Anti-aircraft assets hit in district over 3 days

f7283572 Location:

Summary Statistics: Max. 44.0; Mean 0.4427743571169874; Min. 0.0; Valid 5522.0; StDev 2.455782359689515

Variable Format: numeric

Notes: UNF:6:kpwGj9vPhkHduo+tVQQRDA==

Anti-aircraft assets hit in district over 7 days

f7283572 Location:

Summary Statistics: Valid 5522.0; StDev 5.163351118644543; Mean 1.0331401666062932; Min. 0.0; Max. 79.0;

Variable Format: numeric

Notes: UNF:6:AEjwudrIGzALRF7YeqgLbw==

Anti-aircraft assets hit in district over 14 days

f7283572 Location:

Summary Statistics: Max. 110.0; Mean 2.0662803332125854; Min. 0.0; Valid 5522.0; StDev 9.354145804059563;

Variable Format: numeric

Notes: UNF:6:bx7qGgRuc3Vnm0CRUl6/sw==

Command and control assets hit in district

f7283572 Location:

Summary Statistics: Min. 0.0; Mean 0.04636001448750457; Max. 7.0; StDev 0.317380328359215; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:6WuXcZs6kbV38Bm/d976Uw==

Command and control assets hit in district over 3 days

f7283572 Location:

Summary Statistics: Mean 0.13908004346251368; Max. 12.0; Min. 0.0; Valid 5522.0; StDev 0.6803030700306602;

Variable Format: numeric

Notes: UNF:6:JSKW08CFQ0dA8n6fp5G5rw==

Command and control assets hit in district over 7 days

f7283572 Location:

Summary Statistics: StDev 1.2907448427624075; Mean 0.32433900760594686; Min. 0.0; Valid 5522.0; Max. 16.0

Variable Format: numeric

Notes: UNF:6:pwEwIp0F1LsNJnklnkYB2A==

Command and control assets hit in district over 14 days

f7283572 Location:

Summary Statistics: Min. 0.0; StDev 2.248717679481825; Max. 19.0; Valid 5522.0; Mean 0.6475914523723106

Variable Format: numeric

Notes: UNF:6:aRl/ilbGtYYg8m7cdBldtw==

Command and control assets hit each calendar day

f7283572 Location:

Summary Statistics: Min. 0.0; Valid 5522.0; Mean 1.0159362549800808; Max. 7.0; StDev 1.4722327357864886

Variable Format: numeric

Notes: UNF:6:6toEp+gxOBawGM0UqoPTww==

Logistics targets hit in district

f7283572 Location:

Summary Statistics: StDev 1.2033792529995657; Mean 0.15918145599420747; Min. 0.0; Max. 42.0; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:GcrW+jF3TXl4Z0IGOKKNmQ==

Logistics targets hit in district over 3 days

f7283572 Location:

Summary Statistics: StDev 2.58195553512654; Min. 0.0; Valid 5522.0; Max. 74.0; Mean 0.4775443679826194

Variable Format: numeric

Notes: UNF:6:miYNSZ3poH8m8/ucnbDVgg==

Logistics targets hit in district over 7 days

f7283572 Location:

Summary Statistics: StDev 4.6299563926616365; Max. 74.0; Valid 5522.0; Mean 1.1142701919594316; Min. 0.0

Variable Format: numeric

Notes: UNF:6:IqcyDDktvaPsANojXhPTig==

Logistics targets hit in district over 14 days

f7283572 Location:

Summary Statistics: Mean 2.2279971024990863; Min. 0.0; Valid 5522.0; Max. 79.0; StDev 7.670514726457842

Variable Format: numeric

Notes: UNF:6:uqZDdmNRaBtEcQB3/GAdCg==

Targets hit in contiguous districts

f7283572 Location:

Summary Statistics: Max. 65.0; Valid 5522.0; Min. 0.0; Mean 3.5287939152480843; StDev 6.522110996777173;

Variable Format: numeric

Notes: UNF:6:B91DvwS+HTvfS6q6w4vu6A==

Targets hit in contiguous districts over 3 days

f7283572 Location:

Summary Statistics: Max. 144.0; Min. 0.0; Mean 10.586381745744342; StDev 15.849119331153847; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:3xQsqSZZWmUqKYBpJeuOOA==

Targets hit in contiguous districts over 7 days

f7283572 Location:

Summary Statistics: StDev 33.02255222583872; Min. 0.0; Mean 24.664252082578848; Valid 5522.0; Max. 212.0

Variable Format: numeric

Notes: UNF:6:rCaEaXudQxjaAOt+B0puYQ==

Targets hit in contiguous districts over 14 days

f7283572 Location:

Summary Statistics: Valid 5522.0; Mean 49.244295545092676; StDev 61.19470685698362; Max. 390.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:kJGGsyTp/0uefnt4sBwe6Q==

Sorties flown each calendar day

f7283572 Location:

Summary Statistics: Mean 111.39112903225808; Max. 184.0; StDev 48.78736168377267; Min. 0.0; Valid 5456.0

Variable Format: numeric

Notes: UNF:6:gg+Quji2goFJ6tEFl/xtYw==

Battle fought in district

f7283572 Location:

Summary Statistics: Valid 5522.0; Max. 1.0; StDev 0.25005279568500877; Min. 0.0; Mean 0.0670047084389706;

Variable Format: numeric

Notes: UNF:6:0aTX+oLwDIzHd/HD8Gydjw==

Fatalities in battles fought

f7283572 Location:

Summary Statistics: StDev 7.787796960843603; Valid 5522.0; Max. 350.0; Mean 0.650488953277814; Min. 0.0

Variable Format: numeric

Notes: UNF:6:n01wAbd0qaluAaizLPrTOQ==

District population density

f7283572 Location:

Summary Statistics: Mean 82.0470779534663; Min. 0.11555057413211381; Valid 5522.0; StDev 263.8088840136684; Max. 1275.934131736527

Variable Format: numeric

Notes: UNF:6:NKO1+ygByIwSz+fS0sdHCA==

Log of population density

f7283572 Location:

Summary Statistics: StDev 2.3346354907048745; Min. -2.1580469608306885; Valid 5522.0; Max. 7.151433944702148; Mean 1.8349318778650079

Variable Format: numeric

Notes: UNF:6:FLeAuJFPeA+R/x0n1D2kKA==

Distance between district and Tripoli/Sirte

f7283572 Location:

Summary Statistics: Max. 1343.949951171875; StDev 334.69261105030165; Min. 40.84000015258789; Mean 553.561556596075; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:0vmBsbCxzvKTK7MUfd0ryw==

Distance between district capital and Tripoli/Sirte

f7283572 Location:

Summary Statistics: Min. 0.0; Max. 1379.5999755859375; Mean 510.1048582133006; Valid 5522.0; StDev 344.87911958871246

Variable Format: numeric

Notes: UNF:6:RzUS1thGWcZzJoirssGX5w==

Terrain ruggedness

f7283572 Location:

Summary Statistics: StDev 12.678829416839694; Valid 5522.0; Mean 29.796390794136347; Min. 7.009885636; Max. 51.47612866

Variable Format: numeric

Notes: UNF:6:YeuyjQlDIW+6D56SoijzPg==

Terrain ruggedness (low estimate)

f7283572 Location:

Summary Statistics: Max. 51.47612866; StDev 12.473300044801915; Mean 27.537879073908876; Valid 5522.0; Min. 7.009885636

Variable Format: numeric

Notes: UNF:6:nR5Sf0APvf7xYr+8c5FR6w==

Terrain ruggedness (high estimate)

f7283572 Location:

Summary Statistics: Min. 7.009885636; Mean 31.60641443663646; Valid 5522.0; Max. 56.98618962; StDev 14.222579857933221;

Variable Format: numeric

Notes: UNF:6:8kZL793q+6bfuZYw5r6avw==

Conflict duration (days)

f7283572 Location:

Summary Statistics: Mean 126.0; Valid 5522.0; Max. 251.0; StDev 72.4634453686089; Min. 1.0

Variable Format: numeric

Notes: UNF:6:wkhPGGDW0dvVubQtyTv2/A==

Time since last rebel capture

f7283572 Location:

Summary Statistics: Valid 5522.0; Min. 1.0; Max. 247.0; Mean 75.70862006519424; StDev 64.40191756458957;

Variable Format: numeric

Notes: UNF:6:T19TYpaoFYWygMeomdkrbA==

Time since last rebel capture (squared)

f7283572 Location:

Summary Statistics: StDev 13344.936919809148; Valid 5522.0; Min. 1.0; Mean 9878.651032234697; Max. 61009.0

Variable Format: numeric

Notes: UNF:6:lOa+QxwUYNJT0hddahmMZQ==

Time since last rebel capture (cubed)

f7283572 Location:

Summary Statistics: StDev 2745.886500358931; Min. 0.0010000000474974513; Max. 15069.22265625; Valid 5522.0; Mean 1570.0141780987403;

Variable Format: numeric

Notes: UNF:6:5PcRMeohDqQn7Hy3bUSKAw==

Rebel capture in contiguous districts

f7283572 Location:

Summary Statistics: Mean 0.20391162622238393; Max. 1.0; Min. 0.0; StDev 0.4029405384164004; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:cF7pOEE5DCVG+P8ag5UO6w==

District located in coastal Libya

f7283572 Location:

Summary Statistics: StDev 0.5000452796016324; Max. 1.0; Valid 5522.0; Mean 0.5; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:T9OuRAV4E0AbTCVqs2RUSw==

District hit by airstrikes

f7283572 Location:

Summary Statistics: Mean 0.5909090909091015; Max. 1.0; Min. 0.0; Valid 5522.0; StDev 0.49171060790658766

Variable Format: numeric

Notes: UNF:6:127gvKu5nqBQqmxyp1VmHA==

Dates after intervention began

f7283572 Location:

Summary Statistics: Mean 0.8725099601593624; StDev 0.33355131155651924; Max. 1.0; Min. 0.0; Valid 5522.0

Variable Format: numeric

Notes: UNF:6:XI7ZJ6IHo8DZKERryb5J+g==

Summary of rebel captures in district

f7283572 Location:

Summary Statistics: Mean 2.505251720391133; Valid 5522.0; Min. 0.0; Max. 16.0; StDev 3.679378734977403

Variable Format: numeric

Notes: UNF:6:nrg9DQGbtYJcC1Vl5eNb0Q==

Summary of heavy weapons hit in district

f7283572 Location:

Summary Statistics: StDev 91.10105490633865; Max. 472.0; Min. 0.0; Mean 39.43281419775432; Valid 5522.0;

Variable Format: numeric

Notes: UNF:6:pUwvYedfrMxWSk/D0CKJ+g==

Summary of anti-air hit in district

f7283572 Location:

Summary Statistics: Valid 5522.0; StDev 44.650287790907605; Mean 13.488047808764664; Max. 321.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:d3/LrkZNwRHpEP8FaVWWSw==

Summary of command and control hit in district

f7283572 Location:

Summary Statistics: Mean 4.976276711336477; Valid 5522.0; Max. 84.0; Min. 0.0; StDev 13.730977305851336;

Variable Format: numeric

Notes: UNF:6:E3uzBMVMVf37nl/Ihh5pIA==

Summary of logistics hit in district

f7283572 Location:

Summary Statistics: Mean 22.250633828322684; Max. 196.0; Min. 0.0; Valid 5522.0; StDev 42.562506370283266

Variable Format: numeric

Notes: UNF:6:tkKZ5od7S/1VJ6wzkmJ6qw==

Other Study-Related Materials

Label:

LtS_appendix_dofile.do

Notes:

application/x-stata-syntax

Other Study-Related Materials

Label:

LtS_maintext_dofile.do

Notes:

application/x-stata-syntax

Other Study-Related Materials

Label:

Online Codebook Looking to the Skies.docx

Notes:

application/vnd.openxmlformats-officedocument.wordprocessingml.document