2026 NPPES data General Practice Physician NPI 1518197136 M.D.
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Roberto Ayala Rios, M.D.

General Practice Physician in Anasco, Puerto Rico.

This profile is drawn from the federal National Provider Identifier Registry (CMS NPPES), which lists more than 7 million U.S. healthcare providers - including 16,725 in General Practice Physician, and covers specialty classification, practice address, and Medicare Part D prescribing data when reported. According to CMS, every field reflects the provider's official federal registration, see our methodology.

Federal data, no proprietary rating. We show these CMS records as-is - no composite score, no star rating, no editorial opinion layered on top.
Prescribing volume
15K
Medicare Part D claims · 344 beneficiaries · General Practice Physician avg: 3K
Generic prescribing
89%
generic claims · 10% brand-name · higher generic rates reduce patient out-of-pocket costs
Compiled from official public sources by the PlainDoctor editorial team.

What the federal data shows

Roberto Ayala Rios, M.D. filed 15,380 Medicare Part D claims in 2023 as a General Practice Physician in Anasco, Puerto Rico, prescribing 89% generic.

15K
Part D claims, 2023
89%
generic prescribing

Every figure on this page comes straight from federal CMS records (NPPES, Medicare Part D, MIPS, Open Payments) - no proprietary rating or editorial opinion is applied.

Roberto Ayala Rios, M.D.'s Medicare Part D volume vs every U.S. prescriber

Total Medicare Part D claims, 2023, across all CMS prescribers nationally

15,380 Top 2% higher than 98% of 1,370,886 prescribers

0–200: 670,926 prescribers (49%). Below this entry. 200–400: 182,923 prescribers (13%). Below this entry. 400–600: 90,619 prescribers (7%). Below this entry. 600–800: 56,224 prescribers (4%). Below this entry. 800–1,000: 40,919 prescribers (3%). Below this entry. 1,000–1,200: 31,827 prescribers (2%). Below this entry. 1,200–1,400: 26,224 prescribers (2%). Below this entry. 1,400–1,600: 21,710 prescribers (2%). Below this entry. 1,600–1,800: 19,072 prescribers (1%). Below this entry. 1,800–2,000: 16,451 prescribers (1%). Below this entry. 2K+: 213,991 prescribers (16%). This entry sits in this band. This provider 0 2K+ every Part D prescriber (claims/yr), bucketed by value

Each bar is a band; taller bars hold more prescribers. The dashed line + filled bar mark this entry. Hover or tap any bar for its full count, share, and where it sits relative to this entry.

Source CMS Medicare Part D Prescriber Public Use File · 2023

Board-eligible specialty (heuristic, not verified)

Roberto Ayala Rios, M.D. practices in an ABMS-board-eligible specialty but we don't have enough CMS-participation signals to confirm active board-certified status. Consult CertificationMatters.org (the official ABMS public lookup).

What does the federal data show about Roberto Ayala Rios, M.D.?

Quality data not reported

NPI registry status

Active

Issued 07/16/2009

NPI 1518197136

Primary specialty

General Practice Physician

Mid-sized

16,725 US NPIs in this specialty

Medicare Part D claims

15,380 vs specialty avg

2023 prescription claims

Specialty avg: 2,872

Specialty distribution in Puerto Rico

How General Practice Physician compares to other specialties among Puerto Rico providers

Puerto Rico providers
General Practice Physician - 10%General Practice Physician10%Student in an Organized Health Care Education/Training Program - 8.9%Student in an Organized Health Care Education/Training Program8.9%Pharmacist - 8%Pharmacist8%Pharmacy Technician - 5.1%Pharmacy Technician5.1%Clinical Psychologist - 4.7%Clinical Psychologist4.7%Clinical Social Worker - 4.2%Clinical Social Worker4.2%
Largest specialties in Puerto Rico (% of in-state providers)

Board certification

Not published by CMS

CMS does not publish a per-provider board-certification field in NPPES. PlainDoctor does not have a reliable per-specialty certification rate to show for General Practice Physician. Verify directly:

How MIPS and board certification work

The Merit-based Incentive Payment System (MIPS) scores providers 0–100 across four performance categories: Quality, Cost, Promoting Interoperability, and Improvement Activities, weighted under 42 CFR §414.1380. Reporting is voluntary for many small practices, so absence of a MIPS score is not a quality signal.

Board certification through an ABMS or AOA member board signals voluntary post-licensure examination plus continuous Maintenance of Certification cycles. Verify any individual provider's status through certificationmatters.org (ABMS) or osteopathic.org (AOA).

Roberto Ayala Rios, M.D. appears in the CMS NPPES registry as a General Practice Physician provider holding M.D. credentials at 65 DE INFANTERIA 67, Anasco, PR, 00610, with a listed phone of (787) 826-2145. NPI 1518197136 was issued on 07/16/2009.

Medicare Part D records for calendar year 2023 show 15,380 prescription claims written by this provider, covering 344 Medicare beneficiaries and totaling roughly $699K in drug spend, split 10% brand-name and 89% generic by claim count, with an opioid prescribing rate of 1.0%.

General Practice Physician is a mid-sized specialty nationwide, with 16,725 enrolled providers across 56 states and an average of 2,872 Part D claims per prescriber, so the context for interpreting these metrics differs meaningfully from a primary-care baseline.

Important: PlainDoctor is a directory of publicly available government data, not medical advice, a malpractice database, or a quality rating. Inclusion here does not imply a recommendation, and absence of complaints or sanctions on this page does not mean none exist, always verify credentials through the NPPES NPI Registry, your state medical board, and the ABMS or AOA before making healthcare decisions.

Practice Address

65 DE INFANTERIA 67
Anasco, PR 00610

Provider Details

NPI 1518197136
Specialty General Practice Physician
Credentials M.D.
Gender Male
NPI Issued 07/16/2009

Brand vs generic prescribing mix · Typical

Roberto Ayala Rios, M.D. - brand share 10.0%
General Practice Physician average

10% brand-name claims vs 89% generic, on 15,380 2023 Medicare Part D claims.

The federal Medicare Part D Generic Dispensing Rate national benchmark sits near 90% generic / 10% brand for primary-care prescribers, per CMS Office of the Actuary 2024 estimates. Higher brand share is common in specialty prescribing where generic equivalents are not available.

Medicare Part D Prescribing Data

CMS Medicare Part D prescriber-level data for calendar year 2023.

15,380
Total Claims
$699K
Total Drug Cost
344
Medicare Beneficiaries

Prescribing Breakdown

30-Day Fills
19,068
Total Day Supply
548,680
Brand vs Generic
10% brand / 89% generic
Brand Drug Cost
$519K
Generic Drug Cost
$173K
Opioid Claims
149 (1.0% rate)
Antibiotic Claims
107

Patient Demographics

Average Patient Age
71.6 years
Avg HCC Risk Score
1.52
Gender Split
50% female / 50% male
Age Distribution
<65: 50, 65-74: 174, 75-84: 77, 85+: 43

Top Prescribed Drugs (Medicare Part D)

Top drugs by claim count for calendar year 2023. Based on Medicare Part D data only.

What Roberto Ayala Rios, M.D. prescribes most

Top Medicare Part D drugs by claim count, 2023

claims
Source CMS Medicare Part D Prescriber Public Use File As of 2023
Drug Claims
Gabapentin
998
Famotidine
958
Metformin Hcl
521
Lisinopril
514
Atorvastatin Calcium
490
Rosuvastatin Calcium
471
Montelukast Sodium
416
Losartan Potassium
393
Levothyroxine Sodium
370
Simvastatin
363

* Counts below 11 are suppressed by CMS for patient privacy. Generic names shown where available from CMS Part D data.

General Practice Physician Overview

How Roberto Ayala Rios, M.D. fits within the General Practice Physician landscape nationally.

16,725
General Practice Physician Providers in US
56
States with General Practice Physician
2,872
Avg Claims per Provider

Roberto Ayala Rios, M.D.'s 15,380 claims are above the specialty average of 2,872.

Nearby General Practice Physician Providers in Puerto Rico

Other clinicians with the same primary specialty enrolled in Puerto Rico, drawn from the same CMS NPPES roster as Ayala Rios.

Compare General Practice Physician nationally: see state-by-state distribution →

Before you book an appointment

Use this federal record as your verification checklist, not as a recommendation.

  • Confirm the NPI record is current in the official CMS registry, providers update their own NPPES details, and moves can lag. Verify this NPI
  • Check the active license and any disciplinary history with the Puerto Rico medical board, federal registration is not a license check. Credential verification guide
  • Weigh a second option: compare this provider with a nearby General Practice Physician peer on Medicare volume and prescribing patterns. Compare providers

Medicare Part D and MIPS figures describe practice patterns in federal programs only, they are not quality ratings, and PlainDoctor does not rate, rank, or recommend providers.

Frequently Asked Questions

What is Roberto Ayala Rios, M.D.'s specialty?
Roberto Ayala Rios, M.D. specializes in General Practice Physician and practices in Anasco, Puerto Rico. Credentials: M.D..
How much does Roberto Ayala Rios, M.D. prescribe under Medicare Part D?
In 2023, Roberto Ayala Rios, M.D. wrote 15,380 Medicare Part D claims totaling $699K in drug costs for 344 beneficiaries.
Where is Roberto Ayala Rios, M.D. located?
Roberto Ayala Rios, M.D. is located at 65 DE INFANTERIA 67, Anasco, PR, 00610. Phone: (787) 826-2145.
What is Roberto Ayala Rios, M.D.'s NPI number?
Roberto Ayala Rios, M.D.'s National Provider Identifier (NPI) is 1518197136, issued on 07/16/2009.
Does Roberto Ayala Rios, M.D. prescribe more brand-name or generic drugs?
Roberto Ayala Rios, M.D.'s prescribing is 10% brand-name and 89% generic drugs by claim count, with $519K in brand drug costs.
Does Roberto Ayala Rios, M.D. prescribe opioids?
Yes, Roberto Ayala Rios, M.D. had 149 opioid claims in 2023 with an opioid prescribing rate of 1.0%.
How many General Practice Physician providers are there in the US?
There are 16,725 General Practice Physician providers across 56 states in the US. The average General Practice Physician provider writes 2,872 Medicare Part D claims per year.
What drugs does Roberto Ayala Rios, M.D. prescribe most often?
Based on 2023 Medicare Part D data, Roberto Ayala Rios, M.D.'s most frequently prescribed drugs include Gabapentin, Famotidine, Metformin Hcl. This reflects Medicare Part D prescriptions only and does not include commercial insurance or other payer types.
Does Roberto Ayala Rios, M.D. accept Medicare?
Roberto Ayala Rios, M.D. appears in CMS Medicare data with 15,380 Part D claims and 344 Medicare beneficiaries in 2023. Contact the provider's office directly to confirm current Medicare enrollment and accepted plans.
How can I verify Roberto Ayala Rios, M.D.'s credentials?
Roberto Ayala Rios, M.D.'s NPI is 1518197136 with credentials M.D.. You can verify this through the NPPES NPI Registry, check state medical board records, and confirm board certification through the ABMS or AOA.

Data Sources

View source datasets and methodology notes
Provider Directory
CMS National Plan and Provider Enumeration System (NPPES), download.cms.gov/nppes, updated monthly. Contains NPI, specialty, credentials, and practice location.
Specialty Classification
NUCC Health Care Provider Taxonomy (nucc.org), the industry standard for classifying provider specialties in Medicare and Medicaid billing.
Prescribing Data
CMS Medicare Part D Prescriber Public Use File (2023). Includes claims, drug costs, beneficiaries, and opioid prescribing rates.
Limitations
Provider data is self-reported to CMS. Prescribing data reflects Medicare Part D only and does not include commercial insurance, Medicaid, or cash prescriptions. Claims below 11 beneficiaries are suppressed by CMS for privacy.

See our complete data methodology for details on how we collect and process government data.

Data as of April 2026 (NPPES) / 2023 (Medicare Part D). Source: Centers for Medicare & Medicaid Services (CMS).

Disclaimer: Data from CMS NPPES and Medicare Part D. PlainDoctor does not rate or rank providers. Provider information is self-reported and may not be current. Always verify information directly with the provider. About · Methodology

Compiled from official public sources by the PlainDoctor editorial team.

Every figure on PlainDoctor is rendered directly from the federal CMS NPPES registry, Medicare Part D, MIPS, and Open Payments records, no number is typed in by an editor. See our editorial standards & corrections policy, the methodology behind these numbers, or report a data error. Data current as of May 2026.