Find Nearby Plumbers In Arlington, Texas

Insufficient Data — cannot calculate WW Score reliably. Only 3 reviews were analyzed, which falls below the minimum threshold of 5 reviews needed to produce a statistically meaningful WW Score. While the available reviews are uniformly positive and mention professionalism, project completion, and experience favorably, the sample size is too small to confidently assess the contractor's overall performance across diverse customer experiences.

• Sample size critically low: only 3 reviews analyzed. Minimum 5 reviews recommended for reliable scoring.
• All reviews are 5-star ratings with no negative feedback — while not necessarily fake, this uniformity limits ability to assess weaknesses or validate consistency.
• All reviews are from 2022 (oldest data: June 2022). No recent reviews from past 12 months available to assess current performance.
• Limited mention counts across all dimensions (2–3 mentions each) result in LOW confidence scores that should not be relied upon for decision-making.

This analysis cannot produce a reliable WW Score due to insufficient review volume. Collect at least 5 additional reviews, preferably from the past 12 months, before making contractor selection decisions based on this data.

With only two reviews, the data is extremely limited, but the picture that emerges is sharply divided. The first review praises speed and reliability for an emergency job, while the second review — highly detailed and specific — describes a deeply troubling experience involving chronic no-shows, poor workmanship on a shower valve installation, upselling pressure, and a refusal to honor a callback. The detailed negative review carries significant weight due to its specificity, documentation of events, and photographic evidence referenced by the reviewer. Professionalism and project completion scores are dragged down substantially by the second review's accounts of missed appointments, lack of communication, and an unprofessional dismissal of the client. Pricing received a low score due to the explicit complaint of being charged far above market rate with no transparency.

• Only 2 reviews total — WW Score cannot be calculated reliably per minimum threshold rules.
• The positive review is brief and lacks specific detail, which limits its evidentiary weight relative to the highly detailed negative review.
• The negative review references a pattern of behavior (repeated no-shows, upselling, deflection of blame, refusal to return) that suggests systemic operational issues rather than an isolated incident.
• Reviews span approximately 7 months apart (Dec 2021 and Jul 2022) — both are over 2 years old as of 2024, reducing recency confidence.
• No reviews from the past 12 months are present in this dataset.

This score should not be trusted as representative — with only 2 reviews, one positive and one strongly negative, no statistically meaningful conclusion can be drawn about this contractor's overall quality or consistency.

Both reviews are highly positive and mention professionalism, punctuality, and fair pricing. However, with only 2 total reviews, the sample size is insufficient to calculate a reliable WW Score. The reviews explicitly praise on-time arrival, professional demeanor, timely work completion, and fair pricing. One review provides specific technical detail about marble restoration work quality. All dimensions show strong performance, but confidence remains limited due to minimal data volume.

• Insufficient review volume (n=2) — cannot calculate WW Score reliably per Step 4 guidelines
• One review is from 2022 (nearly 2 years old); only one review from past 12 months
• Both reviews are 5-star with generic praise language; limited specificity in first review raises minor concern about authenticity, though second review provides concrete technical detail that mitigates this concern
• Sample size too small to detect patterns or establish statistical confidence

This analysis cannot produce a trustworthy WW Score due to insufficient review volume (fewer than 3 reviews). Individual dimension scores are based on only 1–2 mentions each, making them unreliable for decision-making. Collect additional reviews before relying on this assessment.

Insufficient data — only 2 reviews analyzed. Review 1 (2020) praises professionalism, courtesy, and pricing but provides no specific details. Review 2 (2018) reports a misdiagnosis of a water heater leak and charges a $75 service fee as wasteful, indicating poor technical judgment and experience. The reviews are contradictory and both are over 4 years old. No reliable WW Score can be calculated with this limited and conflicting evidence.

• Only 2 reviews total — insufficient for reliable scoring
• Review 1 (2020) uses generic praise with no specific examples or details — potential fake review pattern
• Review 2 (2018) is over 5 years old — recency concern
• Extreme contradiction between reviews (5-star vs 1-star) with no middle ground
• Review 1 makes broad claims ('best plumbing company', 'best prices in town') without supporting evidence
• Review 2 indicates possible misdiagnosis — serious competency concern that contradicts Review 1's praise

This score cannot be reliably calculated due to insufficient review volume (n=2), extreme rating divergence, suspected fake review pattern in Review 1, and both reviews being older than 1 year. Do not rely on this analysis for decision-making.

Both reviews are from 2013 (over 10 years old) and contain suspiciously similar patterns: identical 5-star ratings, generic praise without specific technical details, and repetitive language ('easy to work with,' 'pleasant person'). Review 2 provides more concrete evidence (scheduling reliability, estimate accuracy, problem-solving with pipe re-routing), while Review 1 is vague. Professionalism and project completion show modest support across both reviews. Pricing is mentioned only once. The extreme age of reviews and limited sample size (n=2) make any aggregate score unreliable.

• CRITICAL: Both reviews are from October 2013 — over 10 years old. No recent data available.
• SUSPICIOUS PATTERN: Both reviews are 5-star with nearly identical tone and structure, suggesting possible fake or template-based reviews.
• INSUFFICIENT SAMPLE SIZE: Only 2 reviews analyzed. Minimum 3 reviews required for reliable scoring.
• LIMITED MENTION DISTRIBUTION: All dimensions mentioned in only 1–2 reviews. Confidence is LOW across all metrics.
• LACK OF SPECIFICITY: Review 1 contains no actionable details. Review 2 is the only substantive review.

This analysis cannot produce a reliable WW Score due to insufficient review volume (n=2, minimum 3 required), extreme age of all reviews (2013), and suspicious patterns suggesting possible fake reviews. Any score derived would be unreliable and should not be used for decision-making.

Insufficient Data — cannot calculate WW Score reliably. The two reviews provided are identical duplicates with identical timestamps (same date, different times on 2020-02-19), representing a single customer experience repeated verbatim. This pattern is a strong indicator of fake or artificially inflated reviews. No reliable WW Score can be calculated from duplicate reviews.

• CRITICAL: Both reviews are identical duplicates with nearly identical timestamps (2020-02-19). This is a clear red flag for fake or artificially generated reviews.
• Review dates are from February 2020 — over 4 years old. No recent data available.
• Only 2 total reviews analyzed, both duplicates. Minimum threshold of 3 unique reviews not met.
• Suspected review manipulation: identical phrasing, identical structure, identical rating, same customer/contractor pair.

This analysis cannot be trusted. The dataset consists of duplicate reviews that appear to be artificially generated or manipulated, and the data is too old and too limited to provide any meaningful assessment of current contractor performance.