R&D Report · Kerala IT Sector · 2025

Organizational Building
Research & Development Report

A comprehensive strategic framework for designing, scaling, and sustaining an internship-driven IT organization in Kerala's evolving technology ecosystem.

Prepared for Internal Strategy Review — May 2025  |  Kerala, India
1
CEO / Founder
5
C-Suite Roles
15
Advisors
300
Active Interns
11
Departments
21
Mandatory Docs
01

Executive Summary

Strategic context, mission, and Kerala ecosystem relevance

What is Organizational Building?

Organizational Building is the deliberate, strategic process of designing, constructing, and continuously improving the structures, systems, culture, processes, and capabilities that enable an organization to achieve its mission at scale. It encompasses leadership design, role clarity, communication architecture, performance frameworks, and cultural development.

Unlike operational management — which focuses on running existing systems efficiently — organizational building focuses on creating the right systems in the first place. It answers the foundational question: How do we build a company that can grow beyond its founders?

Why It Is Critical for Scaling

As organizations grow from 10 to 100 to 300+ people, informal systems break down. What worked through direct founder oversight becomes impossible to sustain. Organizational building creates:

  • Scalable decision-making structures that reduce bottlenecks
  • Clearly defined roles with measurable accountability
  • Documented processes that outlast individual employees
  • Culture and values that guide behavior without micromanagement
  • Feedback loops that detect and correct problems early

Kerala Startup / IT Ecosystem

Kerala presents a unique opportunity — a high-literacy state with strong English proficiency, a growing IT corridor in Technopark (Thiruvananthapuram), Infopark (Kochi), and Cyberpark (Kozhikode), and a government deeply committed to digital transformation through initiatives like KITE and Kerala Startup Mission (KSUM).

However, Kerala startups face retention challenges driven by Gulf migration pull and Metro India opportunities. Organizational building creates the structured pathways that make local employment compelling and sustainable.

Challenges of Scaling Internship-Heavy Organizations

  • High Churn: Interns leave every 3–6 months; institutional knowledge is constantly at risk
  • Onboarding Load: With 300 interns, the operational cost of onboarding cycles is enormous without automation
  • Quality Variance: Students from diverse academic backgrounds create inconsistent skill entry points
  • Advisor Management: Coordinating 15 advisors across multiple student cohorts requires sophisticated communication infrastructure
  • Legal Compliance: Internship agreements, student data protection, and labor law nuances in Kerala require dedicated attention
  • Measurement Difficulty: Defining and tracking intern performance fairly across multi-disciplinary cohorts is complex
Strategic Mandate: The organization must build systems that work at 300 interns today and can scale to 1,000+ without structural overhaul. Every process designed now must be a foundation, not a patch.
02

Organization Hierarchy Structure

Reporting lines, chain of command, and escalation matrix

👑 CEO / Founder
📋 Manager
🗂️ Administrative Lead
⚖️ Legal Advisor
💻 Technical Head
🎓 Head of Advisors
REPORTS TO MANAGER
🧑‍💼 HR Head
HR Assistant ×2
TECHNICAL DEPARTMENT
🔧 Software Developers
🌐 Website Management
ADVISORY LAYER
🎓 15 Advisors
300 Interns
SALES
🤝 Sales Head
5 Sales Staff
MARKETING & MEDIA
📢 Media & Marketing Head
7 Marketing Staff
FINANCE
💰 Accountant

Chain of Command

The chain flows strictly downward for directives and upward for reporting. No cross-department directives should bypass this chain without CEO authorization. This prevents role confusion and maintains accountability clarity across the 300-intern organization.

CEO / Founder
Strategic direction, final authority
Manager / Technical Head
Operational translation of strategy
Department Heads
Functional execution and team management
Head of Advisors
Advisor coordination and intern oversight
Advisors (×15)
Direct intern mentoring and daily guidance
Interns (×300)
Execution, learning, deliverables

Escalation Matrix

Issue Type First Point Escalate To
Intern Performance Advisor Head of Advisors
Technical Issue Technical Head Manager → CEO
HR Grievance HR Head Manager → Legal
Legal Matter Legal Advisor CEO Only
Financial Concern Accountant Manager → CEO
Sales Dispute Sales Head Manager → CEO
Client Issue Manager CEO
03

Department Structure & Responsibilities

Leadership, core responsibilities, KPIs, and reporting systems per department

🏢

CEO Office

Leadership: CEO / Founder

Responsibilities: Strategic vision, investor relations, partnership development, brand authority, final approvals on hiring and budget above threshold, culture stewardship, board governance.

Revenue Growth Org Health Score Partner Count Strategic Milestones
⚙️

Operations & Management

Leadership: Manager

Responsibilities: Day-to-day operational oversight, cross-department coordination, project timelines, resource allocation, process adherence, weekly reporting compilation to CEO, OKR tracking.

Project On-Time % OKR Completion Team Utilization
🗂️

Administration

Leadership: Administrative Lead

Responsibilities: Office management, document control, attendance systems, asset management, vendor coordination, travel logistics, scheduling, facilities maintenance, compliance registers.

Document Accuracy Compliance Rate Asset Utilization
⚖️

Legal & Compliance

Leadership: Legal Advisor / Lawyer

Responsibilities: Contract drafting and review (NDAs, internship agreements, client contracts), regulatory compliance (GDPR, IT Act 2000, Kerala Shops & Establishments Act), dispute resolution, IP protection, data privacy policies.

Contract Turnaround Compliance Audits Risk Score
💻

Technical Department

Leadership: Technical Head

Responsibilities: Technology strategy, product development oversight, code quality standards, technical mentoring of intern developers, website management, platform infrastructure, tech stack decisions, R&D initiatives.

Code Quality Score Deployment Frequency Bug Rate Uptime %
🎓

Advisory Department

Leadership: Head of Advisors + 15 Advisors

Responsibilities: Intern cohort management (20 interns per advisor), skill assessment, project guidance, weekly check-ins, progress reporting, conflict resolution within teams, graduation certification recommendations.

Intern Satisfaction Project Completion Skill Growth Index
🏫

Internship Management

Leadership: HR Head + Head of Advisors

Responsibilities: Intake coordination, onboarding workflows, stipend management, certificate issuance, college liaison, internship policy enforcement, placement support, alumni tracking and engagement.

Onboarding Time Completion Rate College Partners
🧑‍💼

Human Resources

Leadership: HR Head + 2 Assistants

Responsibilities: Recruitment (staff and advisor hiring), employee lifecycle management, performance review coordination, leave management, grievance handling, policy updates, payroll inputs, culture initiatives, exit interviews.

Time-to-Hire Attrition Rate Engagement Score
📢

Marketing & Media

Leadership: Media & Marketing Head + 7 Staff

Responsibilities: Brand management, social media, content marketing, internship program promotion, college outreach campaigns, client acquisition marketing, PR, events coordination, digital advertising, analytics reporting.

Lead Generation Brand Reach Conversion Rate CAC
🤝

Sales Department

Leadership: Sales Head + 5 Sales Employees

Responsibilities: Lead generation, client acquisition, sales pipeline management, proposal and quotation handling, client relationship management, revenue target achievement, internship program sales to colleges, upselling training and technology services, CRM maintenance, and monthly sales reporting to Manager and CEO.

Monthly Revenue Target Lead Conversion Rate Pipeline Value Client Retention %
💰

Finance & Accounts

Leadership: Accountant

Responsibilities: Bookkeeping, payroll processing, expense management, tax compliance (GST filings), invoice management, financial reporting to CEO, budget tracking, vendor payments, stipend disbursement for interns.

P&L Accuracy GST Compliance Payment Turnaround
04

Reporting System Design

Vertical reporting, horizontal collaboration, escalation flows, and monitoring cadence

Primary Reporting Flow

The canonical escalation path ensures every issue is handled at the lowest appropriate level before ascending.

Level 5

🎓 Intern
Daily task updates to assigned Advisor

Level 4

🧑‍🏫 Advisor
Weekly progress reports to Head of Advisors

Level 3

👥 Head of Advisors
Consolidated cohort reports to Technical Head

Level 2

💻 Technical Head
Technical + intern performance briefing to Manager

Level 1

📋 Manager
Full operational digest to CEO (weekly)

Level 0

👑 CEO
Strategic review, board reporting, decisions

Horizontal Collaboration Protocol

Cross-department collaboration is formalized through:

  • Weekly Cross-Functional Sync — Department heads meet every Monday, 30-minute standing meeting. Minutes circulated within 2 hours.
  • Shared Project Channels — Dedicated communication threads per project, visible to Technical Head and Manager.
  • RACI Matrix per Project — Responsible, Accountable, Consulted, and Informed roles documented before project kickoff.
  • Inter-department Requests (IDR) — Formal request form with 48-hour SLA for all cross-department asks.

Review Cadence

Cadence Who Format
Daily StandupInterns + AdvisorAsync / 15 min
Weekly ReportAll dept headsWritten + 1-hr meet
Monthly ReviewCEO + all leadsDashboard + 2-hr
Quarterly OKRFull leadershipStrategy session
Annual AuditCEO + Legal + FinanceExternal review
05

SOP Framework

Standard Operating Procedures across all organizational functions

📥 Recruitment SOP
Standardize talent acquisition to ensure quality, speed, and fairness across all hiring levels
HR Head
Job posting → screening → interview → offer → background check → onboarding trigger
🎒 Internship Onboarding SOP
Ensure every intern has a consistent, complete start experience within their first 5 days
HR Head + Assigned Advisor
Document collection → NDA signing → system access → orientation → advisor assignment → Day-1 project brief
📊 Performance Evaluation SOP
Create transparent, fair, and documented performance reviews for interns and staff
HR Head + Department Managers
Self-assessment → advisor review → KPI scoring → structured feedback session → improvement plan or certification
🕐 Attendance & Discipline SOP
Maintain professional standards and handle attendance or behavioral issues systematically
Administrative Lead + HR Head
Daily log → exception reporting → verbal warning → written warning → escalation to Manager → exit if unresolved
📁 Project Assignment SOP
Match interns to projects based on skills and ensure project quality standards are met
Technical Head + Head of Advisors
Skill assessment → project pool matching → brief creation → kickoff meeting → milestone tracking → delivery review
🎓 Advisor Management SOP
Ensure all 15 advisors are aligned, trained, and performing consistently
Head of Advisors
Monthly advisor briefing → cohort assignment → weekly report submission → performance review → advisor KPI scoring
🧑‍💼 HR SOP
Standardize all HR processes from hire to exit to ensure legal compliance and employee satisfaction
HR Head
Policy publication → employee acknowledgment → leave requests via system → grievance intake → resolution within SLA → documentation
📣 Marketing SOP
Ensure brand consistency, content quality, and campaign effectiveness across all channels
Media & Marketing Head
Campaign brief → content calendar → creation → review → approval → publish → analytics review → monthly report
🤝 Sales SOP
Standardize the end-to-end sales process to ensure consistent lead handling, proposal quality, and deal closure
Sales Head
Lead capture → CRM entry → qualification call → proposal/quotation → negotiation → contract handoff to Legal → onboarding trigger → post-sale follow-up
💸 Finance Approval SOP
Ensure all expenditures are authorized, documented, and GST-compliant before disbursement
Accountant + Manager
Expense request → dept head approval → finance review → CEO approval (if above ₹10,000) → payment → receipt filing → ledger entry
📜 Legal Compliance SOP
Ensure ongoing legal and regulatory compliance across contracts, data handling, and employment
Legal Advisor
Quarterly compliance audit → gap analysis → remediation plan → documentation update → legal register update → CEO sign-off
06

Mandatory Organizational Documents

Complete document library with purpose and ownership

Document Purpose Owner Review Cycle
Organization Structure DocumentDefines reporting lines, roles, and headcount formallyCEO / ManagerAnnually
Employee HandbookCommunicates company culture, policies, and expectations to all staffHR HeadAnnually
Internship PolicySets terms, conditions, eligibility, and conduct standards for internsHR Head + LegalPer cohort
HR Policy ManualFormal documentation of all HR processes and entitlementsHR HeadAnnually
SOP ManualCentralized repository of all approved standard operating proceduresManagerQuarterly
Offer Letter TemplatesStandardized offer documentation for staff, advisors, and internsHR Head + LegalAs needed
Non-Disclosure Agreement (NDA)Protects company IP and client confidentialityLegal AdvisorAnnually
Employment ContractsLegally binds full-time staff under defined termsLegal Advisor + HRPer hire
Advisor AgreementDefines scope, compensation, IP rights, and obligations of advisorsLegal AdvisorPer engagement
Attendance PolicyDefines working hours, remote work rules, and absence protocolsAdmin Lead + HRAnnually
Leave PolicySpecifies eligible leave types, accrual, and approval processHR HeadAnnually
Performance Review FormsStandardized templates for quarterly and annual evaluationsHR HeadQuarterly
KPI SheetsRole-specific measurable targets for performance trackingManager + dept headsQuarterly
Incident Reporting FormsDocuments workplace incidents, breaches, or policy violationsAdmin Lead + HRAs needed
Finance Approval FormsAuthorization trail for all expenditures and paymentsAccountantMonthly audit
Legal Compliance RegisterTracks all regulatory requirements and compliance statusLegal AdvisorQuarterly
Brand GuidelinesEnsures visual and tonal consistency across all marketing materialsMarketing HeadAnnually
Marketing Process DocumentsCampaign workflows, content calendars, and approval processesMarketing HeadMonthly
Meeting Minutes TemplatesStandardized format for capturing, circulating, and archiving decisionsAdmin LeadOngoing
Risk RegisterIdentifies, scores, and tracks organizational risks with mitigation plansManager + LegalQuarterly
Audit ChecklistComprehensive internal audit tool for operational and financial reviewManager + AccountantAnnually
07

Business Model Analysis

Revenue streams, cost structure, value proposition, and Kerala market fit

💼

Revenue Streams

  • Internship Program Fees — Premium structured internship packages for students (₹2,000–₹10,000/month)
  • Corporate Training — Skill development workshops for companies and institutions
  • Technology Services — Web development, app development, digital solutions for SMEs
  • Consulting — IT advisory and digital transformation consulting
  • Recruitment Partnerships — Placement services connecting trained interns to hiring companies
  • Certification Programs — Paid technical certifications with recognized credentials
📈

Value Proposition

  • For Students: Real-world project experience, mentorship from 15 advisors, certificate, placement support — all in Kerala
  • For Clients: Cost-effective technology solutions built by a structured, quality-controlled team
  • For Colleges: Structured industry exposure for their students with transparent progress reporting
  • For Hiring Companies: Pre-assessed, project-experienced talent pipeline without recruitment cost
🎯

Target Market

  • Primary: Engineering and BCA/BSc students from Kerala colleges (60+ institutions in Kozhikode, Thrissur, Ernakulam, Trivandrum)
  • Secondary: SMEs in Kerala seeking affordable website/app development
  • Tertiary: Colleges seeking MoU-based internship partnerships for student placement compliance
  • Growth: Gulf-based Malayalam entrepreneurs seeking Kerala-based tech partners
🌱

Cost Structure

  • Fixed: Office rent (Cyberpark/co-working), staff salaries, advisor retainers, legal and accounting fees
  • Variable: Intern stipends, marketing spend, technology tools (SaaS subscriptions), event costs
  • Hidden Costs: Onboarding overhead, quality control time, compliance maintenance
  • Optimization: Intern labor creates output value that partially offsets training costs
🚀

Growth Strategy

  • MoU-First: Sign formal MOUs with 20+ colleges in Year 1 to create guaranteed intern pipeline
  • B2B Expansion: Use intern-built portfolio to acquire 10+ SME clients in Year 2
  • Brand Authority: Publish Kerala IT internship outcomes data to establish thought leadership
  • Scale Cohorts: Grow from 300 to 600 interns by Year 3 using automated onboarding
🗺️

Kerala Market Fit

  • High supply of CS graduates — 50,000+ engineering graduates annually in Kerala with limited local absorption
  • Government support — KSUM grants, Startup Kerala, and Atal Innovation Mission create favorable ecosystem
  • Digital Kerala — State's digital infrastructure push creates SME demand for affordable IT services
  • First-mover advantage — Structured internship-to-employment pipelines are rare in North Kerala
Scalability Analysis: The internship model is inherently scalable because increased intern count simultaneously increases service delivery capacity and training revenue. The critical scaling constraint is advisor bandwidth — at 20 interns per advisor, each new cohort of 20 interns requires one additional advisor. This cost is manageable and predictable.
08

Kerala Context R&D Analysis

Ecosystem, talent landscape, skill gaps, and organizational culture considerations

92%

Kerala literacy rate — highest in India, strong foundation for knowledge workforce

50K+

Engineering graduates annually, creating a large talent pool for IT-oriented internships

₹26K Cr

Kerala IT sector revenue, indicating robust demand for technical talent and services

3

Major IT parks — Technopark, Infopark, Cyberpark — creating geographic hubs for ecosystem growth

Skill Gap Analysis

Kerala graduates show consistent gaps in the following areas that internship programs must directly address:

Industry-Standard Tools (Git, Jira)Critical
Agile / Project ManagementHigh
Professional CommunicationHigh
Cloud & DevOps FundamentalsHigh
UI/UX Design ThinkingModerate
Core Programming LogicLow

Organizational Culture Challenges in Kerala

  • Hierarchy sensitivity: Kerala workplace culture tends toward deference to authority, which can suppress intern initiative. Active psychological safety programs are required.
  • Gulf migration pull: High-performing interns may be drawn to Gulf opportunities post-training. Retention requires visible career pathways and competitive local packages.
  • Language comfort: Malayalam-first communication styles can create barriers in English-first tech environments. Bilingual documentation helps.
  • Festival & leave culture: Kerala's dense festival calendar requires proactive leave planning built into project schedules.

Digital Workforce Trends

  • Remote-first internships post-COVID are now mainstream; hybrid models preferred
  • Increasing demand for AI/ML exposure among Kerala engineering students
  • Kerala Fibre Optic Network (K-FON) enhancing rural broadband for remote workers
  • Growing startup culture in Kozhikode (Mini Silicon Valley) creating local IT jobs
  • KSUM's incubation support creating favorable funding environment for tech startups
Compliance Considerations: Kerala organizations must navigate the Shops & Commercial Establishments Act (Kerala), POSH Act (Prevention of Sexual Harassment) mandatory for organizations with 10+ employees, IT Act 2000 for data handling, GST compliance (GSTIN mandatory), and student internship regulations from UGC/AICTE regarding academic credit recognition.
09

Organizational Building Role — R&D Report

Role definition, mission, strategic objectives, and governance framework

Role Definition

Head of Organizational Building

A strategic function reporting directly to the CEO, responsible for designing and maintaining the organizational infrastructure that enables the company to grow from a 300-intern operation to a 1,000+ person organization without losing quality, culture, or efficiency. This is not an HR role — it is an architectural and systems thinking role.

Mission Statement

"To build an organization that works better as it grows larger — one where every system, structure, and process actively amplifies human potential rather than constraining it."

Strategic Objectives

  • Design scalable org structures that accommodate 5× growth without re-architecture
  • Build and maintain a living SOP library covering all 10 departments
  • Establish measurable culture and engagement indicators
  • Create change management capabilities for rapid adaptation
  • Develop talent frameworks that grow internal leadership

Core Responsibilities

  • Org design and restructuring as the company scales
  • Process architecture — mapping, documenting, and improving all workflows
  • Culture development — defining values, behaviors, and recognition systems
  • KPI framework design across all departments
  • Governance — board reporting structures, committee charters
  • Change management for new systems, policies, and leadership transitions

Organizational Maturity Model

1
Ad Hoc
No formal processes; founder-dependent; reactive decision-making
2
Repeatable
Some documented processes; informal standards; basic reporting
3
Defined
Full SOP library; org chart defined; KPIs established — Target: Year 1
4
Managed
Data-driven decisions; process metrics; predictable outcomes — Target: Year 2
5
Optimizing
Continuous improvement culture; self-correcting systems — Target: Year 3
Scaling Framework: The organization should follow a 20/60/20 staffing model as it scales — 20% senior experienced staff who maintain quality standards, 60% mid-level developing professionals, 20% interns in active learning. This ratio ensures knowledge transfer, cost efficiency, and talent pipeline continuity.
10

Growth Roadmap

Five-phase organizational development trajectory

Phase 1 · Months 1–3
01

Foundation

Establish the legal, administrative, and structural foundations. Document what currently exists, identify critical gaps, and implement the minimum viable organizational infrastructure.

Register company / GST Define org structure formally Draft all core HR policies Create internship agreement templates Set up attendance system Sign first 5 college MOUs Hire Head of Advisors Establish reporting cadence
Phase 2 · Months 4–9
02

Process Standardization

Build and deploy the complete SOP library. Standardize every recurring process. Train all department heads on the systems. Achieve Level 3 organizational maturity.

Complete SOP Manual (all 10 SOPs) Deploy KPI dashboards per dept First formal performance review cycle Launch intern satisfaction surveys Advisor training program Brand guidelines published Legal compliance audit
Phase 3 · Months 10–18
03

Scaling

With stable systems in place, aggressively scale the intern cohort from 300 to 600. Launch paid services publicly. Expand the advisor network to 25. Establish first B2B tech service contracts.

Scale interns to 600 Expand advisors to 25 Launch premium internship tiers Sign 15+ college MOUs Launch client technology services Build alumni network program Marketing-led brand awareness campaign
Phase 4 · Months 19–30
04

Automation

Automate repetitive processes to reduce administrative overhead. Deploy an HRMS, intern management platform, and automated reporting dashboards. Achieve Level 4 organizational maturity.

Deploy HRMS platform Automate intern onboarding workflow Build real-time KPI dashboard Automated attendance & leave system Digital document management Automated finance approval workflows AI-powered intern-project matching
Phase 5 · Month 30+
05

Sustainable Organization Building

Achieve organizational self-sufficiency. The company can operate, grow, and adapt without constant founder intervention. Continuous improvement is embedded in culture. Explore geographic expansion beyond Kerala.

Level 5 maturity achieved Succession planning complete Second geography (Tamil Nadu / Karnataka) Corporate university / academy arm KSUM-backed innovation program 1,000+ interns annually ISO 9001 certification
11

Final Recommendations

Strategic priorities for building a scalable, professional IT organization in Kerala

01

Formalize the Organization Before Scaling

The single most important action is to document and formalize what currently exists before attempting to scale further. Informal systems that work at 300 people will fail catastrophically at 600. Invest 3 months in creating a legal, documented organizational structure before adding another cohort of interns.

02

Implement a Dedicated Head of Advisors as Priority Hire

With 15 advisors managing 300 interns, the Head of Advisors role is your most critical operational position. This person creates leverage across your entire value delivery system. Hire or designate this role immediately with a clear mandate, KPIs, and direct CEO access.

03

Deploy a Kerala-Context Internship Policy

Create internship agreements that are AICTE/UGC credit-aligned, Malayalam and English bilingual, and sensitive to Kerala's academic calendar. This differentiation will significantly accelerate college MoU signing and create a competitive advantage no generic national platform can replicate.

04

Build a KPI Dashboard Before Adding More Staff

Every hire or expansion without measurement infrastructure creates organizational debt. Before the next hiring round, deploy a simple dashboard tracking the 5–7 most critical metrics per department. This enables evidence-based decisions and early warning of systemic issues.

05

Invest in POSH Compliance and Psychological Safety Immediately

With 300 interns — a majority likely being young women in technical fields — POSH Act compliance is not optional; it is existential. Form the Internal Complaints Committee (ICC) today, train all advisors, and publish a zero-tolerance policy. One unhandled incident can end the organization's reputation in Kerala's close-knit college community.

06

Position as Kerala's Premier Internship Brand

No organization in Kerala has successfully built and publicly branded a structured, quality-controlled internship ecosystem at scale. Claim this position through thought leadership (publish internship outcome data), active KSUM and CII-Kerala participation, and direct college relationship investment. First-mover brand advantage in this space is durable.

07

Create an Alumni Program as a Free Talent Pipeline

Every intern who completes your program is a potential future hire, referral source, or ambassador. Launch an alumni WhatsApp/Telegram community from Day 1. Track career progression. Invite alumni back as junior advisors. This creates a self-reinforcing talent ecosystem that reduces hiring costs permanently.

08

Automate the Onboarding Process Within 12 Months

Manually onboarding 300 interns per cycle is your biggest operational bottleneck. Within 12 months, invest in a simple intern management system (even a well-structured Notion or Airtable workflow) that handles document collection, NDA signing, advisor assignment, and orientation scheduling automatically. The time savings fund the investment within two cycles.

Closing Strategic Note

Kerala's IT ecosystem is at an inflection point. The combination of a large, educated technical workforce, government digital infrastructure investment, and an underserved local IT services market creates a rare window for a well-structured, internship-driven organization to become the defining institution of Kerala's next generation of technology professionals. The organization described in this report has the right instincts — the mandate now is to build the systems that will let those instincts operate at scale, with consistency, and with lasting institutional memory.