한국어

Chapter 7: Data Preservation and Archiving

Long-Term Storage, Format Migration, and Sustainability Strategies

7.1 The Preservation Imperative

Research data must remain accessible not just for years, but for decades. Longitudinal studies may span generations. Medical discoveries require validation and replication over time. Regulatory requirements mandate data retention long after studies conclude. Yet digital preservation is fraught with challenges that threaten long-term access.

Without deliberate preservation planning, research data becomes inaccessible as formats become obsolete, storage media degrade, documentation is lost, and the researchers who understood the data move on. The scientific record becomes incomplete, irreproducible, and ultimately untrustworthy.

80%
Data Lost in 20 Years
17%
Data Available After 2 Years
5-10yr
Storage Media Lifespan
15yr
Typical Retention Requirement

7.2 Preservation Challenges

Digital preservation faces multiple threats to long-term accessibility:

Preservation Risks

Risk Category Description Mitigation
Format Obsolescence Software to read format unavailable Open formats, migration planning
Media Degradation Storage media fails over time Refreshment, redundancy
Hardware Obsolescence No devices to read old media Migration before obsolescence
Documentation Loss Context needed to interpret data lost Comprehensive, embedded documentation
Organizational Change Custodian organization ceases Trusted repositories, succession plans
Disaster Loss through disaster or attack Geographic redundancy, backup

⚠️ Format Obsolescence Timeline

Formats can become unreadable surprisingly quickly. Floppy disks, Zip drives, and certain tape formats are already difficult to read. Proprietary software formats may be unsupported within 10-15 years. Even "standard" formats evolve—modern software may not read early versions correctly. Plan for migration before obsolescence, not after.

7.3 Preservation-Friendly Formats

Format selection significantly impacts long-term accessibility:

Format Recommendations

Data Type Recommended Formats Avoid
Tabular Data CSV, TSV, Parquet Excel (.xlsx), proprietary databases
Text Plain text, PDF/A, XML Word (.docx), proprietary formats
Images TIFF, PNG, JPEG 2000 Proprietary camera RAW
Genomics FASTQ, VCF, BAM/CRAM Instrument-specific formats
Medical Imaging DICOM, NIfTI Proprietary viewer formats
Statistical CSV + code, Parquet .sav, .sas7bdat without export

Format Selection Principles

Prioritize: open standards over proprietary formats; text-based over binary where practical; widely-adopted formats over niche alternatives; formats with full specification documentation; and formats supported by multiple software implementations. When proprietary formats are necessary, export to open formats for archival.

7.4 Preservation Strategies

Multiple strategies ensure long-term accessibility:

OAIS Reference Model

The Open Archival Information System (OAIS) provides a framework for digital preservation:

Preservation Actions

Strategy Description When to Use
Bit Preservation Maintain exact byte sequence Baseline for all preservation
Refreshment Copy to new storage media Before media degradation
Migration Convert to newer format Before format obsolescence
Emulation Recreate original environment Complex software dependencies
Normalization Convert to preservation format on ingest Standardize diverse inputs

7.5 Trusted Digital Repositories

Repositories certified for long-term preservation provide essential infrastructure:

Repository Certification

CoreTrustSeal Requirements

CoreTrustSeal certification evaluates repositories on 16 requirements covering: organizational infrastructure (mission, governance, sustainability); digital object management (integrity, metadata, preservation); and technology (technical infrastructure, security). Certification signals that a repository follows community-accepted preservation practices and can be trusted for long-term data custody.

7.6 Retention Requirements

Different contexts impose different retention obligations:

Context Typical Requirement Authority
FDA Regulated 2 years after approval/termination 21 CFR Part 11, 312.62
NIH Funded 3 years after final report (minimum) NIH Grants Policy
ICH-GCP 15 years or per regulatory ICH E6(R2)
GDPR Only as long as necessary Article 5(1)(e)
Genomic Data Indefinite for reference Community practice

7.7 Sustainability Planning

Long-term preservation requires sustainable funding and organizational models:

Sustainability Considerations

✓ Data Preservation Best Practices

Select preservation-friendly formats (open, documented, widely-supported); include comprehensive documentation that will outlast researcher memory; deposit in CoreTrustSeal-certified repositories when possible; maintain multiple copies in different locations; plan for format migration before obsolescence; know and comply with retention requirements; and consider long-term costs in project budgets.

📌 Key Takeaways

📝 Review Questions

  1. What are the main risks to long-term data accessibility and how can each be mitigated?
  2. What characteristics make a format preservation-friendly?
  3. Describe the OAIS reference model and its functional entities.
  4. What preservation strategies are available and when is each appropriate?
  5. What does CoreTrustSeal certification indicate about a repository?
  6. How do retention requirements vary across regulatory contexts?

Korea Digital Transformation Detailed Mapping

Korea operates digital transformation through a comprehensive governance system. Digital Government: Digital Platform Government Committee (established September 2022, under the President)·Ministry of the Interior and Safety Digital Government Bureau·e-Government Support Center·Gov.kr·National Citizen Service·KDIS (Korea Digital Information Society)·NIA (National Information Society Agency)·MOIS (Ministry of the Interior and Safety). K-DNS Infrastructure: Korea Internet & Security Agency (KISA) Korea Internet Center·KISA DNS Root Server·KRNIC (Korea Network Information Center)·BGP Korea·National Cyber Security Center (NCSC)·KCC (Korea Communications Commission)·MSIT (Ministry of Science and ICT)·NIA·NIPA. Korean Cloud Infrastructure: KT Cloud·NAVER Cloud (NCloud)·Samsung SDS Cloud·LG U+ Cloud·NHN Cloud·Kakao Enterprise Cloud·SK Telecom Cloud·KISA Cloud Security Assurance Program (CSAP)·KCMVP-validated cloud·ISMS-P (Information Security & Personal Information Management System). Korean Security Certifications: KISA ISMS-P certification·KCMVP (Korean Cryptographic Module Validation Program)·NIS (National Intelligence Service) "National Cryptographic Technology Operation Standards"·NCSC "National Cyber Security Strategy 2024-2028"·CC (Common Criteria) Korean evaluation bodies·EAL4·EAL5·KS X ISO/IEC 15408·19790·24759 Korean Profile. Korean Data Standards: NIA AI Hub·National Data Standardization Committee·Statistics Korea (KOSTAT)·MyData 4 Designated Combination Specialists (Samsung SDS, KICI, KOSTAT, KFTC)·National Institute of Korean Language·National Law Information Center·National Spatial Information Platform·National Spatial Data Center·Korean Spatial Information Standards. Finance and Fintech Standards: FSC (Financial Services Commission)·FSS (Financial Supervisory Service)·FIU (Financial Intelligence Unit)·BOK (Bank of Korea)·FSEC (Financial Security Institute)·KFTC (Korea Financial Telecommunications)·KSD (Korea Securities Depository)·KRX (Korea Exchange) 8-agency cooperation. 5G/6G Communications Infrastructure: 5G subscribers 35 million (2024)·5G base stations 350,000·6G commercialization target 2028·5G dedicated networks 16 operators·6G Acceleration Council (MSIT, 2024). K-Content: KOCCA (Korea Creative Content Agency)·MCST (Ministry of Culture, Sports and Tourism)·KCA (Korea Communications Agency)·Korea Culture Information Service Agency·Korean Film Archive·Korea Publishing Industry Promotion Agency. Data 3 Acts (Personal Information Protection Act·Credit Information Act·Telecommunications Network Act, 2020 enforcement)·Data Industry Act (2021)·Public Data Act (2013)·AI Framework Act (2026)·Digital Platform Government Framework Act (2024 proposed) — Korea digital transformation core legislation.

Korea Industrial, Research, Education Infrastructure Mapping

Korea operates its industrial ecosystem and standardization system through the following core infrastructure. Korea Top 5 Groups: Samsung, Hyundai Motor, LG, SK, Lotte. Each group operates standardization committees and ISO/IEC TC Korean secretariats. Samsung Electronics (semiconductors, displays, home appliances, telecom)·Hyundai Motor (automobiles, mobility)·LG Electronics (home appliances, displays, OLED)·SK hynix (memory)·LG Energy Solution·Samsung SDI (batteries)·POSCO Future M (materials)·Hyundai Mobis (parts). Korean IT Big Tech: NAVER (search, cloud, AI HyperCLOVA)·Kakao (messenger, payment, mobility, banking)·Coupang (e-commerce, logistics)·Karrot Market·Toss·Woowa Brothers. Korea Telcos: SK Telecom·KT·LG U+. 5G·5G dedicated networks·B2B cloud·AI businesses operating. Korea Top 7 Research Universities: Seoul National University·KAIST·POSTECH·Yonsei University·Korea University·UNIST·DGIST·GIST. All serve as standardization R&D bases and ISO/IEC/IEEE Korean chairs. Korea Government-affiliated National Research Institutes (26): KIST, KAERI, KIMM, KIER, KFRI, KRICT, KRIBB, KARI, KASI, KIGAM, KICT, KISTI, KETI, ETRI, NIMS, KIMS, KISDI, KOTRA, STEPI, KOEN, KICCE, KIET, KIPF, KIHASA, KICJ, KLRI. Korea Industrial Complexes / Tech Valleys: Pangyo Techno Valley·Dongtan·Gwanggyo·Songdo IBD·Yeouido·Gangnam·Sihwa·Banwol·Gumi·Ulsan·Changwon·Geoje·Yeosu·Onsan·Cheongju·Iksan·Gwangyang·POSCO Gwangyang Steel Mill·Asan Bay·Seosan·Songdo·Incheon Airport·Sejong·Cheongna·Geomdan. Korea Trade and Finance Infrastructure: Korea International Trade Association (KITA)·Korea Trade-Investment Promotion Agency (KOTRA)·Export-Import Bank of Korea (KEXIM)·Bank of Korea·Kookmin Bank·Shinhan·Hana·Woori·NH Nonghyup·IBK Industrial Bank·SC First Bank·Citi Bank Korea·HSBC Korea·DBS Korea — 14 Korean major banks and foreign banks. Korea K-POP / K-Content: HYBE·SM·YG·JYP 4 major entertainment companies·CJ ENM·tvN·MBC·KBS·SBS·EBS·YTN·Yonhap News TV·JTBC Korean broadcasting·NETFLIX Korea·Disney Plus·TVING·Wavve·Watcha·Coupang Play. Korea Gaming Industry: Nexon·NCsoft·Krafton·Netmarble·Kakao Games·Pearl Abyss·Com2uS·Gamevil·NHN·Smilegate·Webzen. Korea Automotive / Battery: Hyundai Motor·Kia·Genesis·LG Energy Solution·Samsung SDI·SK On·POSCO Future M·EcoPro·L&F battery cathode material suppliers. Korea Semiconductor: Samsung Electronics (HBM3E·HBM4)·SK hynix (HBM3E 12-Hi)·DB HiTek·SK siltron·SK Enpulse·Dongjin Semichem·Seoul Semiconductor·Simmtech·Samsung Display·LG Display.

Korea Industrial Cluster, National Strategic Technologies, Workforce Development

Korea operates a comprehensive industrial cluster system. Korea Top 12 National Strategic Technologies (5th Science and Technology Master Plan 2023-2027): (1) Semiconductors and Displays (2) Secondary Batteries (3) Advanced Mobility (autonomous driving, UAM) (4) Next-Generation Nuclear (SMR) (5) Advanced Bio (6) Aerospace and Marine (7) Hydrogen (8) Cybersecurity (9) Artificial Intelligence (10) Next-Generation Communications (11) Advanced Robotics and Manufacturing (12) Quantum. 12 fields receive direct investment of 5 trillion KRW annually, cumulative 30 trillion KRW by 2030. Korea Major Industrial Clusters: Pangyo IT Cluster (1,300+ companies, 100 trillion KRW revenue), Gangnam Fintech (200+ companies), Songdo BT Bio Cluster, Daegu Medical Cluster, Ulsan Industry (shipbuilding, petrochemicals, automotive), Changwon Machinery, Changwon National Industrial Complex, Siheung and Banwol (SME manufacturing), Yeosu Petrochemicals, Pyeongtaek Semiconductor (Samsung Electronics Pyeongtaek Campus), Icheon and Cheongju Semiconductor (SK hynix Icheon and Cheongju Campuses), Asan Display (Samsung Display Asan Campus), Gumi Mobile (Samsung Gumi Campus), Pohang Steel (POSCO Pohang Steel Mill), Gwangyang Steel (POSCO Gwangyang Steel Mill), Dangjin Steel (Hyundai Steel Dangjin), Ulsan Automotive (Hyundai Motor Ulsan Plant), Asan Automotive (Hyundai Asan Plant), Kia Gwangju and Sohari, POSCO Gwangyang and Pohang Steel Mills, SK hynix Icheon and Cheongju, Samsung Electronics Hwaseong, Giheung, Pyeongtaek, Onyang, Cheonan, Asan Semiconductor Facilities. Major Industrial Complexes and Techno Valleys: Pangyo Techno Valley (1st 800 companies, 2nd 600 companies, 3rd 1,200 companies), Dongtan Techno Valley, Gwanggyo Techno Valley, Songdo IBD, Yeouido Financial District, Gangnam Teheran-ro Valley, Sihwa, Banwol, Gumi, Ulsan, Changwon, Geoje, Yeosu, Ulsan Mipo, Onsan, Cheongju, Iksan, Gwangyang, Yeosu, POSCO Gwangyang Steel Mill, Asan Bay, Seosan, Songdo, Incheon Airport, Sejong, Cheongna, Geomdan, Pyeongtaek Automotive Industrial Complex, Giheung Semiconductor Complex, Icheon Semiconductor Complex, Asan Display Complex, Gumi Mobile Complex, Changwon National Industrial Complex, Ulsan Mipo National Industrial Complex, Yeosu National Industrial Complex, Onsan National Industrial Complex. Korea Workforce Statistics: STEM undergraduate students 700,000 (26% of all university students), STEM graduate students 170,000, PhD researchers 140,000, STEM doctorates conferred 8,000 annually (Seoul National University 1,200, KAIST 800, POSTECH 400, Yonsei University 700, Korea University 600, UNIST 250, DGIST 100, GIST 200, KISTI 50, KIST and ETRI postdoctoral programs 1,000), information security experts 300,000 (KISA-trained and private), AI experts 50,000 (NIA, IITP, NIPA, Samsung, LG, SK, NAVER, Kakao trained), semiconductor experts 260,000 (Samsung Electronics 60,000, SK hynix 30,000, DB HiTek, SK siltron). National R&D Project Operation: National R&D projects 100,000+ annually (MSIT 35,000, MOTIE 25,000, MSS 20,000, MOE 15,000, others 5,000), R&D participating institutions 25,000+, R&D participating researchers 530,000, National R&D output (papers, patents) 540,000 annually. Korea Corporate R&D Investment Top 10 (2024): Samsung Electronics 28 trillion KRW, LG Electronics 9 trillion KRW, SK hynix 8 trillion KRW, Hyundai Motor 6 trillion KRW, Kia 4 trillion KRW, LG Chem 3.5 trillion KRW, LG Display 3.2 trillion KRW, POSCO 3 trillion KRW, Samsung SDI 2.7 trillion KRW, SK Innovation 2.5 trillion KRW.

📐 시뮬레이터 패널 1