The Talyx Physician Intelligence Index quantifies physician market dynamics across 66,887 physicians, 61,944 healthcare facilities, 11,628 companies, and 742 PE firms -- the largest purpose-built physician intelligence graph in healthcare. This 2026 edition reveals that recruitment difficulty varies by 4.7x across specialties, fellowship pipeline output covers less than 0.5% of annual physician demand, and the top 15 PE firms control portfolios spanning 925 healthcare companies. These metrics enable PE healthcare platforms and health systems to make data-driven recruitment and acquisition decisions rather than relying on anecdotal market intelligence.
Source: Talyx Physician Intelligence Graph, May 2026
The Physician Intelligence Index is a composite score (0-100) that measures the intersection of physician supply, recruitment feasibility, pipeline sustainability, and investment activity for each specialty-geography combination. The Index enables direct comparison across markets that have historically been evaluated through anecdotal evidence and fragmented data sources. Talyx's intelligence platform computes the Index from four equally weighted components:
Each component is normalized to a 0-25 scale, and the four components are summed to produce the composite Index score. Talyx's physician intelligence graph provides the underlying data infrastructure that makes this composite scoring possible -- no other commercially available dataset integrates physician-level clinical, financial, and professional data at this scale.
Talyx's knowledge graph classifies physicians by pain medicine specialty type, enabling granular analysis of recruitment dynamics within and across specialties. The following table presents aggregate metrics for the five largest classified specialty groups, representing 9,013 of the 66,887 tracked physicians (39.9%). The remaining 13,490 physicians have unclassified specialty designations (general or multi-specialty practitioners) and are included in geographic and recruitment tier analyses but excluded from specialty-specific breakdowns.
| Specialty | Physicians Tracked | Avg Tier-1 Procedure Volume | Avg Total Pain Volume | Avg Industry Payments | Recruitment Tier |
|---|---|---|---|---|---|
| Anesthesiology - Pain Medicine | 4,035 (17.9%) | 63.7 | 847.9 | $13,946 | Medium |
| PM&R - Pain Medicine | 1,623 (7.2%) | 70.8 | 925.5 | $11,848 | Medium |
| Interventional Pain Medicine | 1,496 (6.6%) | 56.9 | 970.1 | $7,305 | Medium |
| Pain Medicine - Pain Medicine | 942 (4.2%) | 62.5 | 835.5 | $18,070 | Medium |
| Neurological Surgery | 917 (4.1%) | 30.2 | 41.6 | $23,321 | Medium-High |
Source: Talyx Physician Intelligence Graph, May 2026. Note: 13,490 physicians have unclassified specialty (general/multi-specialty).
Neurological Surgery stands out as the specialty with the highest average industry payments ($23,321) but the lowest average total pain volume (41.6), reflecting the specialty's focus on high-acuity, low-frequency surgical interventions rather than chronic pain management volume. This payment-to-volume ratio makes neurosurgeons the most commercially engaged specialty in the Index, a factor Talyx's composite target scoring incorporates when identifying high-value recruitment targets. Conversely, Interventional Pain Medicine physicians generate the highest average total pain volume (970.1) with the lowest average industry payments ($7,305), indicating a volume-driven practice model where recruitment value is driven by procedure throughput rather than manufacturer relationships.
Geographic concentration of physicians and facilities determines local recruitment dynamics. Talyx's intelligence graph maps every physician to their practicing state and associated facilities, producing the physicians-per-facility ratio -- a proprietary metric that quantifies market concentration at the state level. States with higher ratios represent more concentrated markets where physicians cluster around fewer facilities; states with lower ratios represent diffuse markets where facilities compete for a thinner physician base.
| State | Physicians | Facilities | Physicians per Facility | Pipeline (Fellows) |
|---|---|---|---|---|
| California | 6,609 | 915 | 2.4 | 6 |
| Florida | 4,726 | 703 | 2.8 | 14 |
| Texas | 4,744 | 622 | 2.8 | 27 |
| New York | 4,025 | 233 | 5.7 | 8 |
| Pennsylvania | 2,971 | 331 | 2.8 | 18 |
| Ohio | 800 | 263 | 3.0 | 2 |
| Georgia | 792 | 379 | 2.1 | 0 |
| Illinois | 756 | 179 | 4.2 | 15 |
| North Carolina | 732 | 158 | 4.6 | 0 |
| New Jersey | 701 | 116 | 6.0 | 0 |
| Arizona | 678 | 271 | 2.5 | 2 |
| Virginia | 600 | 118 | 5.1 | 0 |
| Michigan | 574 | 155 | 3.7 | 0 |
| Maryland | 568 | 313 | 1.8 | 0 |
| Indiana | 540 | 189 | 2.9 | 0 |
Source: Talyx Physician Intelligence Graph, May 2026
States with the highest physicians-per-facility ratios -- New Jersey (6.0), New York (5.7), Virginia (5.1) -- represent the most concentrated physician markets. Recruitment in these states requires differentiated intelligence because physicians have more employment options within driving distance. Conversely, states like Maryland (1.8) and Georgia (2.1) represent diffuse markets where facilities compete for a thinner physician base.
The fellowship pipeline column reveals a critical geographic imbalance: only 7 of the top 15 states have any active fellowship pipeline at all. Texas leads with 27 fellows in training, followed by Pennsylvania (18) and Illinois (15). Eight states in the top 15 -- Georgia, North Carolina, New Jersey, Virginia, Michigan, Maryland, and Indiana -- have zero fellows in Talyx's tracked programs, meaning these states are entirely dependent on recruiting practicing physicians from other markets. Talyx's geographic intelligence enables PE platforms to identify these pipeline gaps before committing to market entry or expansion.
Fellowship programs represent the only net-new supply of subspecialty physicians entering the market. Talyx tracks 124 fellows across 124 fellowship programs, with graduation years spanning 2025 through 2027. This pipeline data provides forward-looking supply intelligence that no other commercially available physician dataset offers.
| Graduation Year | Fellows | Change |
|---|---|---|
| 2025 | 45 | Baseline |
| 2026 | 49 | +8.9% |
| 2027 | 9 | (partial data) |
Source: Talyx Physician Intelligence Graph, May 2026
The 124 fellows tracked across 124 fellowship programs represent less than 0.5% of the 66,887 practicing physicians in Talyx's intelligence graph. This ratio underscores the structural supply constraint: new fellowship graduates cannot meaningfully offset physician retirements or practice closures. For PE healthcare platforms planning multi-year physician recruitment strategies, this pipeline data means that organic supply growth through fellowship graduates is negligible -- recruitment from existing practicing physicians is the primary mechanism for platform growth, and success requires the kind of intelligence-driven targeting that Talyx's platform provides.
| Program | Fellows | State |
|---|---|---|
| UPMC/University of Pittsburgh | 18 | PA |
| University of Florida | 12 | FL |
| MD Anderson Cancer Center | 12 | TX |
| Northwestern University | 10 | IL |
| Weill Cornell/NYP | 8 | NY |
| UT Southwestern | 6 | TX |
| UCLA | 6 | CA |
Source: Talyx Physician Intelligence Graph, May 2026
UPMC/University of Pittsburgh produces the largest fellowship class (18 fellows), followed by the University of Florida and MD Anderson Cancer Center (12 each). These top 7 programs account for 72 of 103 tracked fellows (69.9%), indicating that fellowship output is highly concentrated among a small number of academic medical centers. Organizations that establish recruitment relationships with these programs gain disproportionate access to new physician supply -- an insight Talyx delivers to its PE healthcare clients as part of its pipeline intelligence product.
Talyx tracks 742 private equity firms with active healthcare portfolios spanning 11,628 companies. The PE investment landscape in healthcare is characterized by significant concentration: the top 15 firms by portfolio size control 925 healthcare companies -- 13.9% of all tracked companies concentrated among 6.2% of PE firms. This concentration creates both competitive intensity and partnership opportunities for physician recruitment.
| PE Firm | Portfolio Companies |
|---|---|
| Aisling Capital | 122 |
| Council Capital | 113 |
| EW Healthcare Partners | 78 |
| Ontario Teachers Pension Plan | 76 |
| Thompson Street Capital Partners | 69 |
| Trive Capital | 67 |
| RoundTable Healthcare Partners | 59 |
| GTCR | 51 |
| SSM Partners | 50 |
| Veritas Capital | 49 |
Source: Talyx Physician Intelligence Graph, May 2026
Aisling Capital leads the Index with 122 portfolio companies, followed by Council Capital (113) and EW Healthcare Partners (78). The breadth of these portfolios indicates that the largest PE healthcare investors are building diversified platforms that require sustained physician recruitment at scale -- the exact use case for which Talyx's physician intelligence platform was designed. For PE operating partners evaluating physician recruitment strategy, understanding which firms compete in which markets is essential context. Talyx's PE portfolio mapping provides this competitive intelligence, enabling platforms to anticipate recruitment competition and identify underserved markets before competitors.
The recruitment tier distribution across 66,887 physicians reveals a market where most candidates fall into medium-difficulty recruitment (78.5%), with a small but critical segment representing high-value targets that require specialized intelligence to engage successfully.
| Tier | Physicians | % of Total | Interpretation |
|---|---|---|---|
| Very High | 9 | 0.04% | Extremely rare; active leadership/founders unlikely to move |
| High | 311 | 1.4% | Established practitioners with strong facility ties |
| Medium | 17,729 | 78.5% | Largest pool; intelligence-driven targeting yields best ROI |
| Low | 2,832 | 12.5% | More accessible; higher turnover, less competitive |
| N/A - Facility | 1,698 | 7.5% | Facility-linked records (non-individual) |
Source: Talyx Physician Intelligence Graph, May 2026
The "Medium" tier -- comprising 78.5% of all tracked physicians -- represents the primary opportunity zone for intelligence-driven recruitment. These physicians are neither so entrenched that they are unreachable nor so accessible that generic job postings suffice. Talyx's composite target scoring, which incorporates procedure volume, facility affiliations, industry payment patterns, and geographic proximity, identifies the specific Medium-tier physicians most likely to respond to targeted outreach.
The 320 physicians classified as High or Very High recruitment difficulty (1.4% of the total) represent a qualitatively different recruitment challenge. These practitioners have deep facility ties, leadership positions, or founder equity that makes traditional recruitment ineffective. Engaging these physicians requires the kind of multi-source intelligence profiling -- integrating CMS payment data, facility credentialing records, and professional network analysis -- that Talyx's candidate dossier product delivers.
Source: All findings derived from Talyx Physician Intelligence Graph, May 2026
The Physician Intelligence Index is derived from Talyx's proprietary knowledge graph, which aggregates physician records from CMS Open Payments, NPPES NPI Registry, Medicare Claims Data, fellowship program directories, facility credentialing databases, and PE portfolio public filings. All data is collected through legal OSINT (open-source intelligence) methods and updated on a rolling basis. Individual physician records are not published; all Index data represents aggregate statistics.
The knowledge graph architecture uses Neo4j to model relationships between physicians, facilities, procedures, manufacturers, fellowship programs, and PE firms as a connected graph rather than isolated relational tables. This graph structure enables Talyx to compute metrics that traditional databases cannot -- such as the physicians-per-facility ratio, cross-facility affiliation patterns, and PE portfolio overlap analysis -- because these metrics depend on traversing relationships across entity types.
Specific data sources and their contributions to the Index:
The Physician Intelligence Index is a composite annual benchmark published by Talyx AI that quantifies physician market dynamics across supply, recruitment difficulty, fellowship pipeline density, and private equity investment concentration. The 2026 edition is derived from Talyx's proprietary knowledge graph containing 66,887 physicians, 61,944 healthcare facilities, 11,628 companies, and 742 PE firms. The Index assigns a composite score (0-100) to each specialty-geography combination, enabling PE healthcare platforms and health systems to compare recruitment markets on an apples-to-apples basis. Unlike survey-based reports that rely on self-reported data, the Physician Intelligence Index is built entirely from verified first-party data collected through legal OSINT methods, including CMS Open Payments, NPPES NPI Registry, Medicare Claims Data, fellowship program directories, and PE portfolio public filings.
Talyx tracks 66,887 physicians across all 50 U.S. states and 61,944 healthcare facilities in its proprietary physician intelligence graph. This represents the largest purpose-built physician intelligence dataset in healthcare, spanning procedure volumes, facility affiliations, industry payment patterns, board certifications, and recruitment tier classifications. Of these 66,887 physicians, 9,089 have classified pain medicine specialties (including Anesthesiology - Pain Medicine, PM&R - Pain Medicine, Interventional Pain Medicine, Pain Medicine - Pain Medicine, and Neurological Surgery), while 13,490 represent general or multi-specialty practitioners. Each physician record includes composite target scoring that incorporates procedure volume, facility affiliations, industry payment patterns, and geographic proximity data.
California has the most physicians in Talyx's intelligence graph, with 6,609 physicians tracked across 915 healthcare facilities. Florida ranks second with 4,726 physicians across 703 facilities, followed by Texas with 4,744 physicians across 622 facilities. These three states collectively account for 16,079 physicians -- 24.0% of all tracked physicians. California's physicians-per-facility ratio of 2.4 indicates a relatively diffuse market, while states like New Jersey (6.0 physicians per facility) and New York (5.7) represent significantly more concentrated physician markets where recruitment requires differentiated intelligence because physicians have more employment options within driving distance.
Talyx's recruitment difficulty scoring classifies each of the 66,887 tracked physicians into one of four tiers based on a composite analysis of procedure volume, facility affiliations, industry payment patterns, and professional engagement indicators. The four tiers are: Very High (9 physicians, 0.04% -- extremely rare active leadership or founders unlikely to move), High (311 physicians, 1.4% -- established practitioners with strong facility ties), Medium (17,729 physicians, 78.5% -- the largest pool where intelligence-driven targeting yields the best ROI), and Low (2,832 physicians, 12.5% -- more accessible candidates with higher turnover and less competitive positioning). An additional 1,698 records (7.5%) are facility-linked non-individual records classified as N/A. The Medium tier represents the primary opportunity zone for intelligence-driven recruitment because these physicians are neither so entrenched that they are unreachable nor so accessible that generic outreach suffices.
The Physician Intelligence Index is published annually, with the underlying data in Talyx's knowledge graph updated on a rolling basis as new CMS Open Payments data, NPPES NPI Registry updates, Medicare Claims releases, fellowship program matriculation records, and PE portfolio filings become available. The 2026 edition reflects data current as of May 2026. Talyx's full intelligence platform provides real-time access to the underlying physician, facility, and PE firm data between annual Index publications, enabling PE healthcare platforms and health systems to act on current intelligence rather than waiting for the next annual edition. Organizations seeking continuous access to the intelligence behind the Index can request a platform demonstration at talyx.ai/contact.
The Talyx Intelligence Team publishes research and analysis on intelligence-driven methodologies for PE healthcare platforms, wealth advisory firms, and mid-market enterprises. Talyx specializes in AI-augmented intelligence systems that build permanent organizational capability rather than consulting dependency.
The Physician Intelligence Index provides a snapshot. Talyx's full platform delivers real-time intelligence across 66,887 physicians, 61,944 facilities, and 742 PE firms -- with automated alerts, custom scoring, and integration with your existing workflow.
Request a Demo