Born in Oamaru, the largest town in the district of North Otago on New Zealand's South Island, Parker was raised on his family's dairy and beef farm in the small community of Kurow 60 km to the north-west of his birthplace. He later headed south to Dunedin to attend the prestigious Otago Boys' High School and played first XV rugby for them. After graduating from high school, he began playing for the Taieri Eels in Dunedin's Premier club rugby competition.
Senior career
Parker first played provincial rugby at the age of 19, debuting in a match against on 26 August 2010. The season was a miserable one for Otago, who finished 14th and last, consigning themselves to a place in the newly formed Championship division for 2011, while the match against Taranaki was to be Parker's sole appearance for the season. He played 6 times the following year to help Otago to 3rd place on the Championship log, which saw them miss out on a playoff place only due to the shortened domestic season needed to accommodate the 2011 Rugby World Cup, but by 2012, he had become his province's first choice in the number 10 shirt. He played all 12 games for the Razorbacks as they made it to the final of the Championship playoffs before going down to by a score of 41-16. Parker continued to be a regular in Otago's starting XV through 2013 and 2014, playing 21 times across the 2 years as his side finished 2nd and 6th respectively on the log. He sat out the 2015 ITM Cup after undergoing surgery on a long-standing shoulder injury, however at the tournament's conclusion, back to full fitness, he headed to Japan to take up a short-term contract with Top League side the Panasonic Wild Knights. Originally a back-up to experienced Australian number 10, Berrick Barnes, Parker took over the reins following Barnes' injury and kept his place in the side as the Wild Knights defeated the Toshiba Brave Lupus in the final to lift their 3rd Top League title in as many years. Returning to Otago for the 2016 Mitre 10 Cup, an ACL knee injury sustained in training with the Highlanders earlier in the year ruled him out of the entire campaign, and he was left to kick his heels as the Razorbacks topped the Championship log before a surprising defeat at home to in the playoff final consigned them to another season of championship rugby in 2017.
Super Rugby
After an excellent 2012 domestic season with Otago, it was announced that Parker would join Dunedin-based Super Rugby side, the for the 2013 Super Rugby season. Facing tough competition from future All BlackLima Sopoaga to be back up to the experienced Colin Slade, Parker acquitted himself well, playing 10 times, including 3 starts as well as kicking 29 points as the Highlanders finished a disappointing 14th out 15 teams. Slade departed for the ahead of the 2014 Super Rugby season, but Parker once again found himself playing back up, this time to Sopoaga. He featured 11 times but started only 3 games as the Highlanders finished in 6th spot on the log to earn a place in the playoffs here they were eliminated by the at the quarter final stage. 2015 would prove to be a historic year for the Highlanders, lifting the Super Rugby title for the first time in their history following a 21-14 victory over the in the final. Unfortunately for Parker, a shoulder injury which required surgery, limited him to just a solitary appearance and he had to watch from the sidelines as his teammates celebrated their great success. Following a 3-month loan spell in Japan with the Panasonic Wild Knights, Parker returned ready to go in 2016 Super Rugby season, however with Sopoaga firmly entrenched as the franchise's first choice in the first five-eighth role, he once again found game time difficult to come by, starting just once and making a total of 8 appearances as the Highlanders surrendered their Super Rugby title, going down to the in the semi-finals. A knee injury ruled him out of the latter half of the Super Rugby season and the whole of New Zealand's 2016 domestic season, however, despite this, new Highlanders head-coach, Tony Brown who had worked with Parker at domestic level, retained him in the squad for his first year in charge.