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Model Perspective
Model Perspective
Jan 30, 2026 · Fundamentals

Mastering Multi‑Dimensional Forecasting: From Peer Benchmarks to System‑Level Insights

This article presents a comprehensive framework for forecasting that combines peer (same‑level) comparison, bottom‑up decomposition, top‑down system thinking, time‑series analysis, causal modeling, and scenario simulation, while highlighting each method's strengths, limitations, and practical wisdom for effective decision‑making.

PredictionTime Seriescausality
0 likes · 12 min read
Mastering Multi‑Dimensional Forecasting: From Peer Benchmarks to System‑Level Insights
PMTalk Product Manager Community
PMTalk Product Manager Community
Dec 8, 2025 · Product Management

How AI Product Managers Build Technical Insight to Shift from Execution to Strategy

The article outlines how AI product managers can develop technical insight—shifting from a purely execution role to a strategic one—through four steps of mindset change, capability building, hands‑on practice, and strategic scaling, using concrete frameworks, data‑driven decision tools, and real‑world case studies.

AI product managementEvaluation MetricsPOC methodology
0 likes · 23 min read
How AI Product Managers Build Technical Insight to Shift from Execution to Strategy
Model Perspective
Model Perspective
Jul 3, 2025 · Fundamentals

Master the W.A.N.T Model: A Practical Guide to Business Forecasting

This article introduces the W.A.N.T forecasting framework—Warm up, Aware trend, Notice insight, Take action—explaining each step, key tools like STEEP and impact‑input matrices, and how to turn insights into concrete business actions for future competitiveness.

STEEP frameworkWANT modelbusiness forecasting
0 likes · 11 min read
Master the W.A.N.T Model: A Practical Guide to Business Forecasting
Model Perspective
Model Perspective
Jul 2, 2025 · Fundamentals

Unlock the Business Model Canvas: From Startup Tool to Life‑Design Framework

Exploring the Business Model Canvas, this article explains its nine‑block structure and demonstrates how the canvas mindset can be adapted to five additional domains—learning, career planning, project management, life organization, and personal branding—offering a systematic framework to clarify goals and improve efficiency.

Business Model CanvasPersonal DevelopmentProject Management
0 likes · 9 min read
Unlock the Business Model Canvas: From Startup Tool to Life‑Design Framework
Architecture Breakthrough
Architecture Breakthrough
Jun 25, 2025 · R&D Management

Why Every Tech Team Needs a Clear Charter: Lessons from History and Leadership

The article explores how a well‑defined charter—or "纲领"—serves as a soul, flag, compass, glue and foundation for organizations, drawing on historical examples, political party doctrines, and practical steps for building culture, strategy, and reporting mechanisms in a technology architecture department.

LeadershipR&D managementorganizational culture
0 likes · 17 min read
Why Every Tech Team Needs a Clear Charter: Lessons from History and Leadership
AI Product Manager Community
AI Product Manager Community
Feb 17, 2025 · Product Management

How AI Can Transform Your Product Roadmap into a Real‑Time Strategic Tool

In today’s fast‑changing market, traditional product planning falls short, so this article explains how AI‑powered data integration, predictive analytics, and dynamic feedback loops can create a real‑time, data‑driven product roadmap, detailing three implementation phases—data unification, intelligent analysis, and continuous adjustment—with practical steps for product managers.

AIData IntegrationRoadmap
0 likes · 8 min read
How AI Can Transform Your Product Roadmap into a Real‑Time Strategic Tool
DataFunTalk
DataFunTalk
Jan 26, 2025 · Operations

How to Build an Enterprise Indicator System: Theory and Practice

This article explains the concept of an indicator system, outlines its essential characteristics, and presents a step‑by‑step methodology—including defining strategic goals, selecting key metrics, structuring hierarchical layers, and continuously evaluating—to help enterprises design a practical, data‑driven KPI framework.

Indicator SystemKPIbusiness operations
0 likes · 6 min read
How to Build an Enterprise Indicator System: Theory and Practice
Model Perspective
Model Perspective
Jul 9, 2024 · R&D Management

Can the GEIPA Framework Supercharge Creative Decision‑Making?

This article introduces the GEIPA framework—a five‑step cycle of generate, evaluate, integrate, predict, and apply—to help teams create and implement innovative solutions beyond conventional evaluation methods, blending creative thinking with quantitative analysis for more valuable decisions.

GEIPAcreativity frameworkdecision making
0 likes · 6 min read
Can the GEIPA Framework Supercharge Creative Decision‑Making?
DevOps Operations Practice
DevOps Operations Practice
Mar 10, 2024 · Operations

Key Competencies for an Excellent Operations Director

The article outlines the essential technical knowledge, team management, project management, cross‑department coordination, strategic planning, and leadership abilities required for a senior operations director to succeed and advance toward executive roles.

LeadershipOperationsProject Management
0 likes · 5 min read
Key Competencies for an Excellent Operations Director
JD Retail Technology
JD Retail Technology
Sep 20, 2023 · R&D Management

Applying Sun Tzu’s Art of War Principles to Project Management

This article interprets key concepts from Sun Tzu’s *Art of War*—such as strategic assessment, rapid execution, risk awareness, and adaptive tactics—and demonstrates how project managers can use them to select, plan, and lead projects successfully in volatile, uncertain, complex, and ambiguous environments.

LeadershipProject ManagementSun Tzu
0 likes · 9 min read
Applying Sun Tzu’s Art of War Principles to Project Management
DevOps
DevOps
Aug 21, 2023 · Product Management

Understanding Product Roadmaps: Types, Benefits, and How to Build One

This article explains what a product roadmap is, outlines its various types—including strategic, market, project, and release roadmaps—describes how to create an effective roadmap by aligning with company goals, gathering information, prioritizing features, and using simple tools like Excel or PPT.

Market analysisproduct roadmapproduct-management
0 likes · 5 min read
Understanding Product Roadmaps: Types, Benefits, and How to Build One
Architects Research Society
Architects Research Society
Aug 14, 2023 · Fundamentals

12 Must‑Do Lessons for Getting Business Capabilities Right

This article outlines twelve essential lessons for successfully defining and implementing business capabilities, covering understanding use cases, stakeholder identification, process differences, continuous communication, strict guidance, reuse of inputs, recognizing concept drawbacks, long‑term expectations, pilot opportunities, expectation management, tool selection, and capability type awareness.

business capabilitycapability modelingenterprise architecture
0 likes · 16 min read
12 Must‑Do Lessons for Getting Business Capabilities Right
Architects Research Society
Architects Research Society
Jun 12, 2023 · Fundamentals

Understanding Business Capability Modeling and Its Benefits

The article explains business capability modeling as a universal language for aligning IT with strategy, detailing its definition, benefits for mergers, risk and innovation management, and a four‑step method to create a capability model that drives cost savings, risk reduction, and growth.

IT alignmentbusiness capabilityenterprise architecture
0 likes · 13 min read
Understanding Business Capability Modeling and Its Benefits
Architects Research Society
Architects Research Society
Mar 4, 2023 · Fundamentals

Business Capability–Based Enterprise Architecture Roadmap

The article explains how business capabilities—derived from strategic plans and modeled as cross‑cutting EA concepts—provide a foundation for building enterprise‑architecture roadmaps, describing capability models, capability increments, dependencies, and their alignment with strategic, business, and IT change initiatives.

Capability IncrementEA Roadmapenterprise architecture
0 likes · 9 min read
Business Capability–Based Enterprise Architecture Roadmap
Architects Research Society
Architects Research Society
Jan 1, 2023 · Fundamentals

Mapping Business Capabilities and Functions for Digital Customer Intimacy

The article explains how ArchiSurance visualizes new digital‑customer‑intimacy capabilities, distinguishes business capabilities from functions, and shows how resources and architectural models can be aligned to support data‑driven insurance initiatives within an enterprise‑architecture framework.

Business CapabilitiesData‑Driven InsuranceDigital Transformation
0 likes · 7 min read
Mapping Business Capabilities and Functions for Digital Customer Intimacy
DevOps
DevOps
Oct 17, 2022 · Fundamentals

From VUCA to BANI: A New Framework for Understanding Complex Futures

The article explains how the traditional VUCA model has become insufficient for describing today’s chaotic world and introduces the BANI framework—Brittle, Anxious, Nonlinear, Incomprehensible—as a more precise lens for interpreting modern volatility, uncertainty, complexity, and ambiguity.

BANIFuture StudiesLeadership
0 likes · 8 min read
From VUCA to BANI: A New Framework for Understanding Complex Futures
Architect
Architect
Jul 1, 2022 · R&D Management

Building an R&D Management System: Principles, Processes, and Practices

This article outlines how technical leaders can construct a systematic R&D management framework—covering background, pain points, goals, and the five dimensions of Dao, Fa, Shu, Qi, and Shi—to foster culture, standardize processes, develop talent, leverage tools, and align with strategic trends for high‑performing engineering teams.

LeadershipProcess StandardizationR&D management
0 likes · 37 min read
Building an R&D Management System: Principles, Processes, and Practices
Model Perspective
Model Perspective
Jun 26, 2022 · Fundamentals

What Is Decision Analysis? Core Concepts, Elements, Types, and Steps

This article explains decision analysis by defining its concept, outlining basic elements such as decision makers, goals, alternatives, natural states, outcomes and criteria, classifying decisions into deterministic, risk, competitive and sequential types, and describing the five-step scientific decision‑making process.

Operationsdecision analysisdecision making
0 likes · 7 min read
What Is Decision Analysis? Core Concepts, Elements, Types, and Steps
Architects Research Society
Architects Research Society
Mar 2, 2022 · R&D Management

Strategic Technology Planning and Adoption of New Technologies in Enterprise Architecture

The article presents a strategic technology planning framework (STREET) and guidance for enterprise architecture teams to adopt emerging technologies in a structured, business‑aligned manner, emphasizing scope, tracking, ranking, evaluation, evangelism, and knowledge transfer.

STREET ProcessTechnology adoptionenterprise architecture
0 likes · 8 min read
Strategic Technology Planning and Adoption of New Technologies in Enterprise Architecture
Architects Research Society
Architects Research Society
Jan 14, 2022 · Fundamentals

Business Capability Modeling: Concepts, Methods, and Applications

The article explains business capability modeling as a technique for creating an organization‑centric capability anchor model, describes how to link process models to capabilities, outlines a step‑by‑step methodology, and highlights practical uses such as strategic planning, resource allocation, and IT transformation support.

Process Integrationbusiness modelingcapability modeling
0 likes · 5 min read
Business Capability Modeling: Concepts, Methods, and Applications
Architects Research Society
Architects Research Society
Sep 28, 2020 · Fundamentals

What Is a Business Capability Heatmap and How to Build One

The article explains the concept of business capability heatmaps, their relationship to enterprise architecture, various example heatmaps for capability assessment, vendor evaluation, merger analysis, impact prioritization, and provides guidance on constructing these visual artifacts for strategic and operational audiences.

business capabilitycapability assessmententerprise architecture
0 likes · 8 min read
What Is a Business Capability Heatmap and How to Build One
Architects Research Society
Architects Research Society
Jun 24, 2020 · R&D Management

Business Capability Modeling: Concepts, Methods, and Benefits

Business capability modeling creates an organization‑wide anchor model that describes distinct capabilities independent of structure, systems, processes, or people, enabling leaders to explore "what we do" and make informed decisions about "how we do it" through collaborative, business‑driven analysis.

Modelingbusiness capabilityenterprise architecture
0 likes · 6 min read
Business Capability Modeling: Concepts, Methods, and Benefits
58UXD
58UXD
May 30, 2020 · Product Management

Master Competitive Analysis: 6 Essential Steps & Tools for Product Success

This guide outlines a systematic competitive analysis methodology for product designers, covering goal definition, competitor selection, multi‑dimensional analysis, information gathering, data organization, and report synthesis, while introducing practical tools such as Lean Canvas, strategic canvas, and classic frameworks like SWOT, PEST, and Porter’s Five Forces.

Competitive analysisframeworksmarket research
0 likes · 11 min read
Master Competitive Analysis: 6 Essential Steps & Tools for Product Success
Youzan Coder
Youzan Coder
Jan 4, 2020 · Product Management

Establishing a Value‑Loop Management Mechanism at Youzan

Youzan introduced a semi‑annual OKR‑driven value‑loop management system that aligns company, business‑line, and project teams around prioritized demands, tracks expected versus actual outcomes, and enables transparent, end‑to‑end value flow for efficient resource allocation and continuous improvement.

OKRProduct DevelopmentValue Loop
0 likes · 9 min read
Establishing a Value‑Loop Management Mechanism at Youzan
21CTO
21CTO
Oct 26, 2017 · R&D Management

8 Essential Practices Every CTO Must Master for Successful Product Delivery

This article outlines eight key responsibilities for CTOs—from strategic thinking and rapid decision‑making to effective communication, team management, and staying ahead of technology trends—to help leaders guide their teams and deliver valuable products.

CTOLeadershipsoftware development
0 likes · 7 min read
8 Essential Practices Every CTO Must Master for Successful Product Delivery
DevOps
DevOps
Feb 24, 2016 · Product Management

Understanding Impact Mapping: Structure, Characteristics, and Practical Applications

Impact Mapping is a collaborative strategic planning technique that visualizes business goals, stakeholders, desired influences, and deliverables to align product development with measurable outcomes, prevent scope creep, and improve decision‑making across agile teams.

agileimpact mappingstrategic planning
0 likes · 13 min read
Understanding Impact Mapping: Structure, Characteristics, and Practical Applications
21CTO
21CTO
Feb 20, 2016 · R&D Management

What Makes a Great CTO? Essential Skills and Strategies for Tech Leaders

This article outlines the key qualities a Chief Technology Officer needs—including deep technical expertise, strategic vision, strong leadership, effective management, continuous learning, team culture building, cross‑department coordination, and clear communication with CEOs—to drive successful product development and company growth.

CTOstrategic planningteam management
0 likes · 11 min read
What Makes a Great CTO? Essential Skills and Strategies for Tech Leaders