RQ1 Cyber Skill Gaps in Industry.ipynb
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Integrated_Cybersecurity_Analysis.ipynb
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Comprehensive_Cybersecurity_Analysis.ipynb
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Cybersecurity Hiring Analysis.ipynb
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Cybersecurity Analysis Report.ipynb
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581d427b-f03a-4371-8365-55ed07c5088e.ipynb
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9dbc8bd3-fa4a-4a6d-9b9f-f90f1b13ad75.ipynb
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updated_organizational_skills_gap.csv
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Technical_Skills_Gaps_by_Organization_Size.csv
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skill_gaps_report.txt
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skill_centrality_measures.csv
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skill_centrality_measures copy.csv
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skill_analysis_results.txt
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Simplified_Skills_Gap_Index_Results.csv
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prioritized_skills_gap_41st_row.csv
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organizational_skills_gap.csv
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final_prioritized_skills_gap.csv
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Factor_Loadings_for_Technical_Skills_Gaps.csv
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detailed_cybersecurity_insights.txt
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detailed_cybersecurity_insights copy.txt
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Descriptive_Statistics_for_Technical_Skills_Gaps.csv
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Descriptive_Statistics_for_Skills_Gap_Index.csv
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cybersecurity-survey-data-coded-08062024.csv
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cybersecurity_skills_analysis_report.txt
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cybersecurity_skill_analysis_results.txt
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Correlation_Matrix_for_Technical_Skills_Gaps.csv
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Correlation_Matrix_for_Skills_Gap_Index.csv
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corrected_organizational_skills_gap.csv
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advanced_cybersecurity_skill_analysis_results.txt
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comprehensive_cybersecurity_study copy.txt
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advanced_cybersecurity_skill_analysis_results copy.txt
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advanced_cybersecurity_skill_analysis_results (1).txt
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advanced_analysis_results.txt
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Unnamed: 0
, Valued (%)
, Lacking (%)
, Gap Score
, Hiring Challenge (%)
, Adjusted Gap Score
organization_size
, network_security_skill_skills_gap_index_simple
, encryption_skill_skills_gap_index_simple
, pen_test_skill_skills_gap_index_simple
, cloud_security_skill_skills_gap_index_simple
, devsecops_skill_skills_gap_index_simple
, incident_response_skill_skills_gap_index_simple
, threat_intel_skill_skills_gap_index_simple
, security_arch_skill_skills_gap_index_simple
, ethical_hacking_skill_skills_gap_index_simple
, ai_machine_learning_skill_skills_gap_index_simple
, time_management_non_tech_skill_skills_gap_index_simple
Unnamed: 0
, Valued (%)
, Lacking (%)
, Gap Score
Unnamed: 0
, Valued (%)
, Lacking (%)
, Gap Score
, Hiring Challenge (%)
, Adjusted Gap Score
organization_size
, network_security_skill_skills_gap_index_simple
, encryption_skill_skills_gap_index_simple
, pen_test_skill_skills_gap_index_simple
, cloud_security_skill_skills_gap_index_simple
, devsecops_skill_skills_gap_index_simple
, incident_response_skill_skills_gap_index_simple
, threat_intel_skill_skills_gap_index_simple
, security_arch_skill_skills_gap_index_simple
, ethical_hacking_skill_skills_gap_index_simple
, ai_machine_learning_skill_skills_gap_index_simple
, time_management_non_tech_skill_skills_gap_index_simple
Unnamed: 0
, Valued (%)
, Lacking (%)
, Gap Score
Unnamed: 0
, Valued (%)
, Lacking (%)
, Gap Score
, Hiring Challenge (%)
, Adjusted Gap Score
organization_size
, network_security_skill_skills_gap_index_simple
, encryption_skill_skills_gap_index_simple
, pen_test_skill_skills_gap_index_simple
, cloud_security_skill_skills_gap_index_simple
, devsecops_skill_skills_gap_index_simple
, incident_response_skill_skills_gap_index_simple
, threat_intel_skill_skills_gap_index_simple
, security_arch_skill_skills_gap_index_simple
, ethical_hacking_skill_skills_gap_index_simple
, ai_machine_learning_skill_skills_gap_index_simple
, time_management_non_tech_skill_skills_gap_index_simple
Unnamed: 0
, Valued (%)
, Lacking (%)
, Gap Score
IndexError: list index out of range
.dfs_renamed.values()
is empty, which means there were no dataframes with the column 'Unnamed: 0' to rename to 'Skill'.Skill
, Valued (%)
, Lacking (%)
, Gap Score
, Hiring Challenge (%)
, Adjusted Gap Score
organization_size
, network_security_skill_skills_gap_index_simple
, encryption_skill_skills_gap_index_simple
, pen_test_skill_skills_gap_index_simple
, cloud_security_skill_skills_gap_index_simple
, devsecops_skill_skills_gap_index_simple
, incident_response_skill_skills_gap_index_simple
, threat_intel_skill_skills_gap_index_simple
, security_arch_skill_skills_gap_index_simple
, ethical_hacking_skill_skills_gap_index_simple
, ai_machine_learning_skill_skills_gap_index_simple
, time_management_non_tech_skill_skills_gap_index_simple
Skill
, PageRank
, Degree Centrality
, Betweenness Centrality
Skill
, network_security_skill_skills_gap_index_simple
, encryption_skill_skills_gap_index_simple
, pen_test_skill_skills_gap_index_simple
, cloud_security_skill_skills_gap_index_simple
, devsecops_skill_skills_gap_index_simple
, incident_response_skill_skills_gap_index_simple
, threat_intel_skill_skills_gap_index_simple
, security_arch_skill_skills_gap_index_simple
, ethical_hacking_skill_skills_gap_index_simple
, ai_machine_learning_skill_skills_gap_index_simple
, comm_written_non_tech_skill_skills_gap_index_simple
, comm_oral_non_tech_skill_skills_gap_index_simple
, prob_solve_critical_thinking_non_tech_skill_skills_gap_index_simple
, teamwork_non_tech_skill_skills_gap_index_simple
, adaptability_non_tech_skill_skills_gap_index_simple
, time_management_non_tech_skill_skills_gap_index_simple
Skill
, Valued (%)
, Lacking (%)
, Gap Score
IndexError: list index out of range
.dfs_renamed.values()
is empty, which means there were no dataframes with the column 'Unnamed: 0' to rename to 'Skill'.IndexError: list index out of range
.dfs_renamed.values()
is empty, which means there were no dataframes with the column 'Unnamed: 0' to rename to 'Skill'.KeyError: 'Skill'
. This error occurred because some dataframes do not have a 'Skill' column. We need to ensure that we only merge dataframes that have the 'Skill' column.Skill | Valued (%) | Lacking (%) | Gap Score | Hiring Challenge (%) | Adjusted Gap Score | PageRank | Degree Centrality | Betweenness Centrality | Valued (%)_corrected_organizational_skills_gap | Lacking (%)_corrected_organizational_skills_gap | Gap Score_corrected_organizational_skills_gap |
---|---|---|---|---|---|---|---|---|---|---|---|
25% | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
50% | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
75% | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
adaptability_non_tech_skill_skills_gap_index_simple | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
ai_machine_learning | NaN | NaN | NaN | NaN | NaN | 0.133063 | NaN | NaN | NaN | NaN | NaN |