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Stock-based compensation
9 Months Ended
Sep. 30, 2019
Share-based Payment Arrangement [Abstract]  
Stock-based compensation Stock-based compensation 
The following table summarizes the stock-based compensation expense recognized in the three and nine months ended September 30, 2019 and 2018 (in thousands):
 
Three Months Ended
September 30,
 
Nine Months Ended
September 30,
 
2019
 
2018
 
2019
 
2018
Cost of goods sold
$
441

 
$
553

 
$
1,651

 
$
1,832

Research and development
715

 
1,016

 
2,383

 
2,618

Sales and marketing
575

 
931

 
1,852

 
2,511

General and administrative
1,220

 
1,541

 
3,408

 
3,566

 
$
2,951

 
$
4,041

 
$
9,294

 
$
10,527

 
Determining Fair Value 
The Company estimated the fair value of certain stock-based awards using a Black-Scholes-Merton valuation model with the following assumptions:  
 
Three Months Ended
September 30,
 
Nine Months Ended
September 30,
Stock options
2019
 
2018
 
2019
 
2018
Weighted-average expected term (years)
6.00
 
0.00
 
6.00
 
6.02
Weighted-average volatility
68%
 
—%
 
67%
 
65%
Risk-free interest rate
1.82%
 
—%
 
1.82%-2.27%
 
2.27% - 2.62%
Expected dividends
—%
 
—%
 
—%
 
—%
Stock appreciation units
 
 
 
 
 
 
 
Weighted-average expected term (years)
1.45
 
1.87
 
1.56
 
1.99
Weighted-average volatility
65%
 
65%
 
63%
 
66%
Risk-free interest rate
1.75%-2.12%
 
1.73% - 2.52%
 
1.75%-2.63%
 
1.03%-2.52%
Expected dividends
—%
 
—%
 
—%
 
—%
ESPP
 
 
 
 
 
 
 
Weighted-average expected term (years)
0.00
 
0.00
 
0.69
 
0.71
Weighted-average volatility
—%
 
—%
 
60%
 
61%
Risk-free interest rate
—%
 
—%
 
2.36%-2.59%
 
1.20%-1.93%
Expected dividends
—%
 
—%
 
—%
 
—%

Stock Options and Restricted Stock Units (RSUs)
The following table summarizes the Company’s stock option and RSU activity, excluding market-based RSUs, during the nine months ended September 30, 2019
 
Stock Options
 
Restricted Stock Units
 
Number of
Shares
 
Weighted
Average
Exercise
Price
 
Number of
Units
 
Weighted
Average
Grant Date
Fair Value
Balance as of December 31, 2018
3,202,745

 
$
5.73

 
2,486,028

 
$
7.87

Granted
103,001

 
4.34

 
1,938,591

 
4.87

Exercised/Converted
(264,857
)
 
3.66

 
(996,340
)
 
8.70

Cancelled/Forfeited
(208,277
)
 
6.52

 
(220,524
)
 
7.51

Balance as of September 30, 2019
2,832,612

 
5.82

 
3,207,755

 
5.82


At September 30, 2019, the Company had $1.0 million of unrecognized stock-based compensation expense for stock options, net of estimated forfeitures, which will be recognized over the remaining weighted-average period of 1.4 years. At September 30, 2019, the Company had $14.2 million of unrecognized stock-based compensation expense for RSUs, excluding market-based RSUs, net of estimated forfeitures, which will be recognized over the remaining weighted-average period of 2.6 years.
Market-based Restricted Stock Units
As of September 30, 2019, the Company has granted 705,000 shares of market-based RSUs to certain employees. These RSUs will vest if the 30-day weighted average closing price of the Company's common stock is equal to or greater than certain price targets per share and the recipients remain in continuous service with the Company through such service period. No market-based RSUs have vested and 63,500 market-based RSUs have been cancelled through September 30, 2019.
The weighted average grant-date fair value per share of market-based RSUs granted during 2018 was approximately $5.82 per share. As of September 30, 2019, the Company had $1.6 million of unrecognized stock-based compensation expense for these RSUs, net of estimated forfeitures, which will be recognized over the remaining weighted-average period of 1.04 years. The fair value of market-based RSUs was measured on the grant date using Monte Carlo simulation model with the following assumptions:
Market-based restricted stock units
Assumptions
Used
Weighted-average volatility
66%
Risk-free interest rate
2.79%
Expected dividends
—%

Stock Appreciation Units (SAU) 
SAUs are liability classified share-based awards. Outstanding SAUs are re-measured each reporting period at fair value until settlement. The Company did not grant any SAUs during the three and nine months ended September 30, 2019 or 2018. As of September 30, 2019 and December 31, 2018, there were 169,351 and 192,872 SAUs outstanding, respectively, and related SAU liabilities were $0.5 million and $0.6 million, respectively.  
Employee Stock Purchase Plan (ESPP)
The Company issued 253,718 shares under the ESPP during the nine months ended September 30, 2019. As of September 30, 2019, there was $0.1 million of unrecognized stock-based compensation expense for employee stock purchase rights that will be recognized over the remaining offering period through November 2019. In June 2019, the Company adopted an Amendment and Restatement of the ESPP to increase the number of shares authorized for issuance under the ESPP by an additional 1,500,000 shares and to eliminate the annual "'evergreen" automatic increase provisions.