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Conclusion Combining R’s analytical power with an organizational commitment to learning enables automakers like Renault to pursue “extra quality.” The technical tools provide rigorous, reproducible insights; learning processes ensure those insights translate into better design, manufacturing, and customer outcomes. With a practical roadmap—data foundation, targeted R-driven analyses, upskilling, operational deployment, and disciplined feedback—companies can systematically reduce defects, accelerate fixes, and raise the standard of quality. r learning renault extra quality