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The Capability Frontier: How Organizations Navigate Talent Mobility to Drive Economic Complexity, by Jonathan H. Westover PhD

Reviewing Daily Research · 2025-10-11 · 25 min

0:00--:--

Key moments - from our scoring

Substance score

23 / 100

Five dimensions, 20 points each

Insight Density6 / 20
Originality4 / 20
Guest Caliber3 / 20
Specificity & Evidence8 / 20
Conversational Craft2 / 20

Westover's research challenges the conventional view of talent mobility as purely a retention problem, instead positioning it as a critical mechanism for building the knowledge networks that drive economic complexity. Economic complexity - the diversity and sophistication of productive capabilities in an economy - predicts future growth and income equality, and organizations increasingly compete on their ability to circulate talent strategically. The analysis reveals that firms with sophisticated talent mobility practices experience 27-34% higher patent production, 22% faster time-to-market for new products, and 50% higher innovation productivity. However, these benefits concentrate in high-skill sectors and urban innovation clusters, creating uneven geographic and sectoral distribution. Westover presents five evidence-based organizational strategies: capability mapping to identify knowledge gaps aligned with strategy; cross-boundary deployment systems including alumni networks and returnship programs; diaspora management treating departed talent as strategic assets; institutional capability preservation through knowledge codification; and knowledge network orchestration that treats talent management as ecosystem orchestration. Case studies highlight Microsoft's capability circulation strategy, IBM's 300,000-person alumni ecosystem, McKinsey's 40,000-person alumni network (responsible for ~20% of new business), and Toyota's sophisticated knowledge codification within fluid labor markets. The research is essential for executives managing innovation-dependent organizations navigating digital transformation and global talent competition.

Key takeaways

  • →Organizations that both receive and contribute talent to their ecosystems experience bidirectional knowledge flows, with strategic talent circulation delivering 27-34% higher patent production and 41% more patent citations than low-mobility counterparts.
  • →Capability mapping linked to strategic roadmaps - like Microsoft's approach - outperforms traditional skills inventories by 25-30% in returns from talent mobility investments.
  • →Sophisticated cross-boundary deployment systems including alumni networks, returnship programs, and capability exchanges drive 40% higher innovation rates and 30% faster capability development in emerging domains.
  • →Strategic diaspora engagement transforms departed talent into capability bridges, enabling 35% higher rates of successful expansion into new domains compared to organizations without mature diaspora strategies.
  • →Organizations with strategically permeable boundaries - selective knowledge flows balanced against proprietary protection - achieve 40% higher innovation rates and 35% greater strategic adaptability than hermetically sealed or fully open systems.

In this episode

  1. 1Defining Economic Complexity and Talent Mobility
  2. 2Prevalence, Drivers, and Distribution of Talent Mobility
  3. 3Organizational and Individual Consequences of Strategic Talent Mobility
  4. 4Evidence-Based Organizational Responses: Capability Mapping and Network Analysis
  5. 5Cross-Boundary Deployment Systems and Strategic Diaspora Management
  6. 6Institutional Capability Preservation and Permeable Organization Boundaries
  7. 7Knowledge Network Orchestration and Dynamic Capability Reconfiguration

Mentioned

MicrosoftIBMMcKinseyToyotaSilicon ValleyHidalgoSaxenianJonathan H. Westover

Topics in this episode

Economic complexityTalent mobilityKnowledge networksCapability mappingCross-functional deployment systemsReturnship programsAlumni networksPatent Production MetricsInstitutional knowledge preservationDiaspora management

Questions this episode answers

How much do organizations benefit from strategic talent mobility programs compared to traditional talent retention approaches?

Organizations with sophisticated talent mobility practices demonstrate 27-34% higher patent production rates, 41% more patent citations, 22% faster time-to-market for new products, and 50% higher innovation productivity compared to those using conventional talent management focused solely on retention.

What is the difference between economic complexity and traditional economic measures?

Economic complexity measures the diversity and interconnectedness of productive knowledge required to make sophisticated goods and services, rather than just aggregate output, and has emerged as a powerful predictor of future economic growth and income equality.

Why do organizations lose competitive advantage by viewing talent mobility only as a retention challenge?

Organizations that treat talent mobility primarily as a retention problem miss the strategic opportunity to map critical capabilities, access emerging knowledge domains, and position themselves within broader knowledge networks - missing capability inflows that accelerate innovation and adaptability.

How do firms like Microsoft and McKinsey use talent mobility to maintain competitive advantage?

Microsoft implemented organization-wide capability mapping linked to technology roadmaps to identify gaps in emerging areas like machine learning; McKinsey cultivates 40,000+ alumni as a strategic capability network, with alumni relationships contributing to approximately 20% of new business acquisition.

What are the key mechanisms organizations use to preserve institutional knowledge while maintaining high talent mobility?

Research shows that structured knowledge retention programs, critical knowledge identification, tacit knowledge codification, capability redundancy planning, and cross-generational mentoring - like Toyota's standardized work documentation and visual management systems - prevent 45% of capability disruption during high turnover periods.

What our scoring noted

Our reviewer’s read on each dimension, with quotes from the episode.

Insight Density

6 / 20

The episode is almost entirely an unbroken recitation of an academic paper with heavy citation of existing research and well-known frameworks (economic complexity, knowledge networks, talent mobility). There is virtually no new thinking, original analysis, or novel claims generated in real-time conversation. The content is dense with citations but thin on actionable insight or counterintuitive findings that would surprise a seasoned operator.

Economic complexity refers to the diversity and interconnectedness of productive knowledge in an economy.
Talent mobility encompasses the movement of individuals with specialized knowledge and skills across organizational boundaries.

Originality

4 / 20

This is a straightforward reading of published academic research with no original reporting, contrarian positioning, or fresh thinking. The frameworks (capability mapping, diaspora management, knowledge networks) are textbook concepts from organizational economics literature. No new data, counterarguments, or first-principles reasoning emerges from the conversation.

Economic complexity, a measure of the diversity and sophistication of productive knowledge embedded in an economy, has emerged as a powerful predictor of future economic growth, income equality, and Hidalgo and Haussmann 2009.
the circulation of people across organizational boundaries has become a critical mechanism for transferring tacit knowledge, developing new capabilities, and fostering innovation.

Guest Caliber

3 / 20

The episode features no identifiable guest interview. It appears to be a solo reading of an academic paper by Jonathan H. Westover PhD. While a PhD may indicate research credentials, there is no evidence of field execution, operational experience at scale, or practitioner insight. The content is purely theoretical synthesis without demonstrated business acumen or hands-on expertise.

Show: Reviewing Daily Research Episode: The Capability Frontier: How Organizations Navigate Talent Mobility to Drive Economic Complexity, by Jonathan H. Westover PhD
This article examines how organizations leverage talent mobility to develop economic complexity, the knowledge network capacity that enables economies to produce diverse, sophisticated goods and services.

Specificity & Evidence

8 / 20

The episode cites numerous empirical studies with specific data points (27-34% higher patent production, 22% reduction in time to market, 50-65% higher lifetime earnings), named companies (Microsoft, IBM, McKinsey, Toyota), and attributed research (Saxenian 2007, Hidalgo et al. 2018). However, these are all secondary sources cited from the paper, not fresh data or investigation. The specific numbers are useful but not generated by original reporting.

Organizations embedded in regions with high talent mobility demonstrate 27 to 34% higher patent production rates and 41% more patent citations than comparable organizations in low Mobility Regions Saxenian, 2007.
Firms that strategically recruit from capability adjacent organizations demonstrate faster new product development cycles, 22% reduction in time to market, and higher new product revenue contribution compared to firms that primarily develop capabilities internally.

Conversational Craft

2 / 20

There is no conversation. The episode is a one-person monologue reading an academic paper verbatim with zero host questions, follow-ups, pushback, or dialogue. No interviewer challenges claims, asks for clarification, or probes deeper. The interspersed ad reads (Home Depot, Nordstrom, Google Chrome, Red Bull, Ollie Sleep) appear to be technical artifacts unrelated to the actual content. This format actively prevents any conversational engagement.

Heat up your Fourth of July at the Home Depot with our wide variety of grills under $300 and make every gathering one to remember.
This episode is brought to you by Google Chrome. You think you know a browser, but Gemini and Chrome? That's new.

Conversation analysis

Computed from the transcript - who did the talking, and the words that came up most.

Share of words spoken

  • Speaker A88%
  • Speaker D6%
  • Speaker B3%
  • Speaker C3%

Most-used words

talent60capability59knowledge45organizations41mobility37organizational31strategic29capabilities22economic18network18complexity16circulation15innovation14approaches14management13boundaries13

Episode notes

Abstract: This article examines how organizations leverage talent mobility to develop economic complexity - the knowledge network capacity that enables economies to produce diverse, sophisticated goods and services. Drawing on literature from economic geography, organizational science, and knowledge management, it explores how talent mobility drives the diffusion and recombination of productive capabilities across organizational boundaries. Analysis reveals that firms with strategic talent mobility practices demonstrate enhanced innovation capabilities, knowledge spillovers, and resilience to market disruptions. However, these benefits are unevenly distributed, with significant variations by industry, geography, and organizational maturity. The article presents evidence-based strategies for cultivating productive knowledge networks through talent mobility, including capability mapping, cross-functional deployment systems, and strategic diaspora engagement. Organizations that successfully manage these dynamics gain competitive advantage while contributing to broader economic development and complexity in their regions and sectors. Learn more about your ad choices.

Full transcript

25 min

Transcribed and scored by The B2B Podcast Index.

Speaker A: The capability How Organizations Navigate Talent Mobility to Drive Economic Complexity Abstract this article examines how organizations leverage talent mobility to develop economic complexity, the knowledge network capacity that enables economies to produce diverse, sophisticated goods and services. Drawing on literature from economic geography, organizational

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Speaker A: and uh, knowledge management. It explores how talent mobility drives the diffusion and recombination of productive capabilities across organizational boundaries. Analysis reveals that firms with strategic talent mobility practices demonstrate enhanced innovation capabilities knowledge spillovers, and resilience to market disruptions. However, these benefits are unevenly distributed with significant variations by industry geography and organizational maturity. The article presents evidence based strategies for cultivating productive knowledge networks through talent mobility, including capability mapping, cross functional deployment systems, um, and strategic diaspora engagement. Organizations that successfully manage these dynamics gain competitive advantage while contributing to broader economic development and complexity in their regions and sectors. How do economies develop the capability to produce increasingly complex, differentiated products and services? This question has animated economic development debates for decades, but increasingly the answer appears to center on the knowledge networks that form between individuals, organizations, and regions. Economic complexity, a measure of the diversity and sophistication of productive knowledge embedded in an economy, has emerged as a powerful predictor of future economic growth, income equality, and Hidalgo and Haussmann 2009. For organizations navigating today's talent landscape, this creates both opportunity and urgency. As production becomes more modular and digital, the circulation of people across organizational boundaries has become a critical mechanism for transferring tacit knowledge, developing new capabilities, and um, fostering innovation. Yet most organizations continue to view talent mobility primarily as a retention challenge rather than a strategic capability building opportunity. The stakes are high. Organizations that fail to engage strategically with talent mobility risk, capability stagnation, and competitive disadvantage. Those that develop sophisticated approaches to talent circulation can accelerate innovation, enhance resilience, and position themselves advantageously within their broader economic ecosystems. This article examines how organizations can navigate talent mobility to enhance their own complexity while contributing to the wider economic networks they inhabit. The Economic Complexity Landscape Defining Economic Complexity and Talent Mobility Economic complexity refers to the diversity and interconnectedness of productive knowledge in an economy. Unlike traditional measures that focus on aggregate output, complexity metrics analyze the network of capabilities required to produce different goods and services. Economies with high complexity scores produce a diverse array of sophisticated products requiring extensive knowledge networks Hidalgo et al. 2018. Talent mobility encompasses the movement of individuals with specialized knowledge and skills across organizational boundaries. This includes traditional job changes but also temporary assignments, returnship programs, knowledge sharing platforms, and diaspora networks. What distinguishes modern talent mobility from traditional labor market churn is its increasing importance as a vector for capability transfer and network formation. The intersection of these concepts How UH talent circulation builds the capability network's underlying economic complexity forms the conceptual foundation for strategic talent mobility. Management. Prevalence drivers, and Distribution Talent mobility has accelerated dramatically in recent decades. Average job tenure in the US has declined from 4.6years in the 1980s to approximately 41 years today, with even shorter durations in knowledge intensive sectors. 2020 globally, skilled migration increased by 120% between 1990 and 2015 significantly outpacing overall migration growth. 2016. Several factors drive this Reduced institutional barriers to mobility Weakening internal labor markets Declining non compete enforcement digital transformation Remote work skill marketplaces talent platforms Changing career expectations Emphasis on growth meaning and portfolio careers Increased knowledge specialization creating incentives for cross organizational skill acquisition. However, this mobility is not evenly distributed. Significant differences exist across industries. Technology sectors experience two to three times the mobility rates of traditional manufacturing. Fuller and Raman 2019. Urban innovation clusters demonstrate significantly higher talent circulation with the top 10 metropolitan areas accounting for over 50% of all mobility driven patents in the US 2019. Skill levels workers with specialized technical and managerial capabilities show dramatically higher mobility rates than those with routine skills. Organizational types Entrepreneurial ecosystems demonstrate fluid talent circulation patterns, while incumbent organizations often experience asymmetric outflows. Organizational and individual consequences of Strategic Talent Mobility Organizational performance impacts Research increasingly demonstrates significant performance implications of talent mobility for organizations. These effects manifest across multiple dimensions innovation outcomes Organizations embedded in regions with high talent mobility demonstrate 27 to 34% higher patent production rates and 41% more patent citations than comparable organizations in low Mobility Regions Saxenian, 2007. These innovation benefits appear particularly pronounced for organizations that both receive and contribute talent to their ecosystems, suggesting bidirectional knowledge flows may be optimal. Firms that strategically recruit from capability adjacent organizations demonstrate faster new product development cycles, 22% reduction in time to market, and higher new product revenue contribution compared to firms that primarily develop capabilities internally. Um. This capability grafting through talent acquisition accelerates organizational learning in nascent technological domains. Organizations with higher talent circulation demonstrate greater strategic flexibility during market shifts. Analysis of responses to technological discontinuities shows that firms with above median talent Mobility scores were 35% more likely to successfully navigate industry transitions compared to low mobility counterparts. Rosenkopf Almeida 2003. Network positioning organizations that develop sophisticated talent mobility strategies often secure advantageous positions in knowledge networks. Patent citation analysis reveals that firms with strategic talent circulation programs receive 45% more knowledge inflows while maintaining proprietary knowledge advantages. Palomaras and millero 2010. Individual well being and stakeholder the impacts of talent mobility extend beyond organizational performance to affect individual careers and stakeholder ecosystems. Career individuals who strategically navigate inter organizational mobility demonstrate 50 to 65% higher lifetime earnings compared to single organization careers, with particularly pronounced effects for technical and managerial roles Fuller and Rahman 2019. Skill development mobile professionals report significantly higher rates of skill development with research showing 37% faster skill acquisition trajectories compared to non mobile counterparts Doco et al. Uh. This acceleration appears particularly pronounced for both technical frontier skills and organizational process knowledge. Regional innovation systems Regions with permeable organizational boundaries and fluid talent circulation demonstrate more resilient innovation ecosystems. Silicon Valley's semiconductor industry developed approximately three times the number of commercially viable innovations as Boston's Route 128 corridor during industry transitions despite similar initial conditions, a difference widely attributed to contrasting talent mobility norms. Inequality. While talent mobility generally enhances economic complexity, these benefits are not universally distributed. Regions and organizations that primarily experience talent outflows without corresponding inflows often face capability deterioration contributing to economic divergence between superstar regions and others Moeti, 2012. Evidence based organizational responses Strategic Capability Mapping and Network Analysis Organizations at the frontier of talent mobility management employ sophisticated capability mapping to identify knowledge domains critical to their strategic positioning. These approaches move beyond traditional skills inventories to analyze the connections between capabilities and their distribution across UH internal and external talent networks. Research demonstrates that organizations deploying systematic capability mapping achieve 25 to 30% higher returns from talent mobility compared to organizations using conventional role based approaches uh Argote and INRAM 2000. Effective approaches include knowledge network analysis Mapping the flow of information and capabilities across both internal and external boundaries Capability gap identification Systematically identifying strategic capability gaps that may be addressed through targeted mobility Strategic boundary spanning Cultivating specific positions that serve as capability bridges to external knowledge domains Microsoft transformed its approach to talent mobility by implementing implementing organization wide capability mapping link to its technology roadmap. Rather than focusing exclusively on retention metrics, the company developed a UH capability circulation strategy that tracks both talent inflows and outflows against strategic capability domains. This shift enabled Microsoft to identify critical capability gaps in emerging areas like machine learning and mixed reality UM and to develop targeted talent circulation strategies that brought in new capabilities while maintaining institutional knowledge. The approach contributed to Microsoft's successful pivot to cloud computing and AI focused business models. Cross boundary deployment systems Progressive organizations are UH moving beyond traditional recruitment models to develop sophisticated deployment systems that facilitate strategic talent circulation. These approaches expand the concept of employment to encompass various forms of capability engagement through alumni networks, returnship programs, fractional work arrangements, and capability exchanges. Research indicates that organizations with mature cross boundary Deployment systems experience 40% higher innovation rates and 30% faster capability development in emerging domains Samire et al. 2008. Effective approaches include strategic alumni engagement Systematic programs to maintain capability connections with former employees returnship programs Structured pathways for valuable talent to return after external experiences Rotational development Cross organizational rotations to accelerate capability development Capability exchange platforms Structured mechanisms for temporary capability sharing across organizational boundaries IBM revolutionized its approach to capability development by creating a comprehensive talent ecosystem strategy Moving beyond traditional talent management, the company developed a suite of boundary spanning mechanisms including an active alumni network with over 300000 former employees, a returnship program that brings back professionals after career breaks or entrepreneurial ven, and a talent exchange platform connecting IBM teams with external specialists for project based work. These initiatives helped IBM navigate its transition from hardware to services and cloud solutions by enabling rapid acquisition of emerging capabilities while maintaining connections to its deep institutional knowledge base. Strategic Diaspora Management Organizations at the complexity frontier recognize that departed talent represents not a loss but a strategic network opportunity. By systematically maintaining relationships with organizational alumni, these firms transform potential knowledge leakage into valuable capability bridges. Research shows that firms with mature diaspora strategies experience 35% higher rates of successful expansion into new capability domains and geographic markets compared to those lacking such approaches. Saxenian Hsu 2001 effective approaches alumni Intelligence networks Formal systems to maintain knowledge exchange with organizational alumni venture engagement programs structured relationships with entrepreneurial ventures founded by former employees Capability repatriation initiatives Programs designed to bring critical capabilities back into the organization ecosystem Co development Collaborative innovation initiatives with organizations employing former team members McKinsey Co. Has transformed how professional services firms approach talent networks through its renowned alumni program. Rather than viewing departing consultants as losses, the Firm cultivates its 40,000plus alumni as a strategic capability network. McKinsey maintains dedicated alumni engagement teams, hosts regular knowledge sharing events, and facilitates ongoing connections between current and former employees. This approach has created a powerful capability network that enables McKinsey to rapidly assemble specialized expertise for client projects, gain intelligence on emerging markets and technologies, and develop new business relationships through alumni connections. The firm estimates that alumni relationships contribute to approximately 20% of new business acquisition. Institutional capability preservation While benefiting from talent circulation, organizations must also preserve critical institutional capabilities. Research demonstrates that organizations with sophisticated institutional memory systems maintain performance advantages even amidst high talent mobility. Huckman and Pisano 2006 studies show that companies implementing structured knowledge retention programs experience 45% less capability disruption during periods of high talent Turnover. Argote and Inram 2000. Effective approaches include critical knowledge identification, systematic processes to identify organizationally vital capabilities tacit knowledge codification structured approaches to transform individual expertise into organizational assets capability redundancy planning strategic distribution of critical knowledge across multiple organizational nodes cross generational knowledge transfer, formal mentoring, and knowledge sharing programs. Toyota has developed one of manufacturing's most sophisticated approaches to institutional capability preservation within a fluid talent environment. The company's renowned Toyota production system includes structured knowledge management processes that transform individual expertise into organizational capabilities through techniques like standardized work documentation, visual management systems and systematic problem solving processes. Toyota codifies tacit knowledge that might otherwise depart with mobile talent. Additionally, the company's Jashuken groups and Yokoten systems ensure that innovations developed in one area rapidly diffuse throughout the organization. This approach has enabled Toyota to maintain its operational excellence despite significant talent mobility within the automotive industry. Building long term capability resilience. Permeable organization boundaries Forward looking organizations are reconceptualizing organizational boundaries to optimize optimize knowledge flows while protecting core capabilities. This approach recognizes that hermetically sealed organizations increasingly suffer capability stagnation while completely open systems risk Capability leakage Research demonstrates that organizations with strategically permeable boundaries, those that facilitate selective knowledge flows experience 40% higher innovation rates and um, 35% greater strategic adaptability compared to either fully closed or fully open systems. Um Almeril and Casadesis Masonel, 2010 Key elements of this approach Capability portfolio stratification Organizations stratify their capability portfolios distinguishing between proprietary capabilities requiring protection and platform capabilities that benefit from broader circulation. This enables selective permeability aligned with strategic priorities. Dynamic boundary management rather than static boundaries. Organizations develop governance mechanisms that adjust permeability based on capability maturity, competitive dynamics, and strategic priorities. Ecosystem reciprocity Organizations cultivate shared norms around knowledge exchange, establishing implicit contracts that maintain capability flow equilibrium within their ecosystems. Knowledge network orchestration Leading organizations are evolving from talent management to knowledge network orchestration, developing systematic approaches to cultivate, monitor, and UM leverage capability networks that span organizational boundaries. Evidence indicates that organizations proficient in network orchestration achieve 50% higher innovation productivity and significantly greater resilience during market disruptions Powell et al. 2000. Um 5. Core elements include network sensing capabilities systematic monitoring of capability flows within organizational ecosystems to identify emerging knowledge clusters, capability gaps, and strategic opportunities. Relationship portfolio management Moving beyond individual talent management to cultivate relationship portfolios that span organizational boundaries, including alumni, partners, educational institutions, and innovation ecosystems. Structural position Strategic positioning within broader knowledge networks to maximize access to diverse capability flows while minimizing unnecessary knowledge leakage. Dynamic capability reconfiguration Organizations at UH the complexity frontier develop institutional mechanisms to rapidly reconfigure capabilities in response to changing strategic priorities, um, and market conditions. Research demonstrates that organizations with mature reconfiguration capabilities achieve 60% higher performance during industry transitions compared to organizations with static capability models. Key elements include modular capability architecture, designing organizational capabilities with well defined interfaces that enable rapid recombination in response to changing requirements. Capability sensing systematic processes to identify emerging capability requirements and gaps through market intelligence, network analysis, and strategic foresight. Boundary resource creating technical and organizational interfaces that reduce the friction of capability integration across organizational boundaries. Conclusion the relationship between talent mobility and economic complexity offers a powerful lens for rethinking organizational strategy in knowledge intensive environments. Organizations that view talent mobility merely as a retention challenge miss the strategic opportunity to position themselves advantageously within broader capability networks. The evidence presented here demonstrates that successful organizations are evolving from talent management to capability network orchestration. They develop sophisticated approaches to map critical capabilities, facilitate strategic talent circulation, maintain institutional knowledge, and position themselves advantageously within broader knowledge ecosystems. These practices require significant shifts in traditional management approaches. Rather than focusing exclusively on talent retention, organizations must balance capability inflows and outflows. Rather than conceptualizing careers as linear progressions within organizational hierarchies, they must design permeable systems that enable capability circulation. Rather than treating former employees as losses, they must cultivate alumni as strategic network assets. The organizations that master these dynamics gain advantage on multiple accelerated innovation, enhanced adaptability, superior talent attraction, and strategic positioning within their economic ecosystems. In doing so, they not only enhance their own performance but contribute to the development of economic complexity in their regions and sectors, creating a virtuous cycle of capability development that benefits multiple stakeholders.

Related episodes across the Index

Other episodes covering the same guests and topics, from across The B2B Podcast Index.

  • Preserving Powerhouse TalentSchmidt List · on Institutional knowledge preservation72 / 100
  • The Capability Frontier: How Organizations Navigate Talent Mobility to Drive Economic Complexity, by Jonathan H. Westover PhDLeadership Reads: Articles on the Go · on Economic complexity55 / 100
  • Workforce Trends and Chasing the Shiny Object of AI with Doug LeebySaaS Scaled · on Talent mobility
  • The Capability Frontier: How Organizations Navigate Talent Mobility to Drive Economic Complexity, by Jonathan H. Westover PhDThe Leadership Article Insights Podcast · on Economic complexity

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